{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import prince\n",
    "import matplotlib.pyplot as plt\n",
    "import plot\n",
    "import matplotlib as mpl\n",
    "from sklearn import base\n",
    "from sklearn import preprocessing\n",
    "from sklearn import utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = prince.PCA(\n",
    "     n_components=2,\n",
    "     n_iter=3,\n",
    "     rescale_with_mean=True,\n",
    "     rescale_with_std=True,\n",
    "     copy=True,\n",
    "     check_input=True,\n",
    "     engine='sklearn',\n",
    "     random_state=42\n",
    "     )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def raccourcis(df):\n",
    "    df_res = df.copy()\n",
    "    shorter_index, list_date = [], []\n",
    "    for elem in df_res.index:\n",
    "        index, date = shorted_author(elem)\n",
    "        shorter_index.append(index)\n",
    "        list_date.append(date)\n",
    "    df_res.index = shorter_index\n",
    "    df_res['date'] = list_date\n",
    "    return df_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def shorted_str(string):\n",
    "    date = int(string[:4])\n",
    "    shorter_str = string[:4]\n",
    "    conteur = 0\n",
    "    for i in range(1, len(string)):\n",
    "        if string[i]=='_':\n",
    "            conteur+=1\n",
    "        \n",
    "        if (string[i-1] == '_' or string[i-1] == '-') and conteur < 2:\n",
    "            if string[i-1] == '_':\n",
    "                shorter_str+=string[i-1]\n",
    "            shorter_str+=string[i].upper()\n",
    "            \n",
    "    return shorter_str, date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def shorted_author(string):\n",
    "    date = int(string[:4])\n",
    "    title = string.split('_')[2]\n",
    "    author = string[5]\n",
    "            \n",
    "    return str(date)+'_'+author+'_'+title, date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_maupassant = pd.read_csv(r'../data/authors_features/Maupassant_features.csv')\n",
    "df_maupassant.rename(columns = {'Unnamed: 0':'index'}, inplace = True)\n",
    "df_maupassant.set_index(\"index\", inplace = True)\n",
    "df_maupassant = df_maupassant.replace(np.nan, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_colette = pd.read_csv(r'../data/authors_features/Colette_features.csv')\n",
    "df_colette.rename(columns = {'Unnamed: 0':'index'}, inplace = True)\n",
    "df_colette.set_index(\"index\", inplace = True)\n",
    "df_colette = df_colette.replace(np.nan, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_hugo = pd.read_csv(r'../data/authors_features/Hugo_features.csv')\n",
    "df_hugo.rename(columns = {'Unnamed: 0':'index'}, inplace = True)\n",
    "df_hugo.set_index(\"index\", inplace = True)\n",
    "df_hugo = df_hugo.replace(np.inf, 0).replace(np.nan, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_row_coordinates(self, X, ax=None, figsize=(6, 6), x_component=0, y_component=1,\n",
    "                             labels=None, color_labels=None, ellipse_outline=False,\n",
    "                             ellipse_fill=True, show_points=True, **kwargs):\n",
    "        \"\"\"Plot the row principal coordinates.\"\"\"\n",
    "        \n",
    "        if ax is None:\n",
    "            fig, ax = plt.subplots(figsize=figsize)\n",
    "\n",
    "        # Add style\n",
    "        ax = plot.stylize_axis(ax)\n",
    "\n",
    "        # Make sure X is a DataFrame\n",
    "        if not isinstance(X, pd.DataFrame):\n",
    "            X = pd.DataFrame(X)\n",
    "\n",
    "        # Retrieve principal coordinates\n",
    "        coordinates = self.row_coordinates(X)\n",
    "        x = coordinates[x_component].astype(float)\n",
    "        y = coordinates[y_component].astype(float)\n",
    "\n",
    "        # Plot\n",
    "        if color_labels is None:\n",
    "            ax.scatter(x, y, **kwargs)\n",
    "        else:\n",
    "            for color_label in sorted(list(set(color_labels))):\n",
    "                mask = np.array(color_labels) == color_label\n",
    "                color = ax._get_lines.get_next_color()\n",
    "                # Plot points\n",
    "                if show_points:\n",
    "                    ax.scatter(x[mask], y[mask], color=color, **kwargs, label=color_label)\n",
    "                # Plot ellipse\n",
    "                if (ellipse_outline or ellipse_fill):\n",
    "                    x_mean, y_mean, width, height, angle = plot.build_ellipse(x[mask], y[mask])\n",
    "                    ax.add_patch(mpl.patches.Ellipse(\n",
    "                        (x_mean, y_mean),\n",
    "                        width,\n",
    "                        height,\n",
    "                        angle=angle,\n",
    "                        linewidth=2 if ellipse_outline else 0,\n",
    "                        color=color,\n",
    "                        fill=ellipse_fill,\n",
    "                        alpha=0.2 + (0.3 if not show_points else 0) if ellipse_fill else 1\n",
    "                    ))\n",
    "\n",
    "        # Add labels\n",
    "        if labels is not None:\n",
    "            for xi, yi, label in zip(x, y, labels):\n",
    "                ax.annotate(label, (xi, yi), size=12)\n",
    "\n",
    "        # Legend\n",
    "        ax.legend()\n",
    "\n",
    "        # Text\n",
    "        ax.set_title('Row principal coordinates')\n",
    "        ei = self.percentage_of_variance_\n",
    "        ax.set_xlabel('Component {} ({:.2f}% inertia)'.format(x_component, ei[x_component]))\n",
    "        ax.set_ylabel('Component {} ({:.2f}% inertia)'.format(y_component, ei[y_component]))\n",
    "\n",
    "        return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_png(df_main):\n",
    "    df_courant = raccourcis(df_main)\n",
    "\n",
    "    titre = df_courant.index\n",
    "    X = df_courant.iloc[:,:100]\n",
    "    y = df_courant['canon']\n",
    "    \n",
    "    pca = prince.PCA(\n",
    "     n_components=2,\n",
    "     n_iter=3,\n",
    "     rescale_with_mean=True,\n",
    "     rescale_with_std=True,\n",
    "     copy=True,\n",
    "     check_input=True,\n",
    "     engine='sklearn',\n",
    "     random_state=42\n",
    "     )\n",
    "    \n",
    "    pca = pca.fit(X)\n",
    "    X[\"canon\"] = y\n",
    "    X[\"titre\"] = X.index\n",
    "    X.set_index(['titre', 'canon'], inplace=True)\n",
    "    \n",
    "    ax = plot_row_coordinates(pca,\n",
    "     X,\n",
    "     ax=None,\n",
    "     figsize=(12, 12),\n",
    "     x_component=0,\n",
    "     y_component=1,\n",
    "     labels=titre,\n",
    "     color_labels=y,\n",
    "     ellipse_outline=True,\n",
    "     ellipse_fill=True,\n",
    "     show_points=True\n",
    "     )\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax_C = get_png(df_colette)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax_C.get_figure().savefig('../img/pca_colette.png', format='png', bbox_inches='tight', dpi=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oKCjgwAMPBOCss87ipJNOKt/++OOPL992xYoV1R73ww8/5MILL8TliqejrVu3BuCTTz7hzjvvxO/3k5eXR//+/TnqqKOqPfbnn3/OlClTANh9993p0aMHP//8MwAHHXQQLVu2BGCPPfZg5cqVdOvWbYfuh5JnkWYgFrP4w1H8wQiB0iQ5EI4SisTKH8FIjHA0RiRmcRhwOhy4HKXJrsPgdjhIdTlwOOJJMMT/NVvktwawxJPomLXxRwyi5T9bwhFLSSxM2B9v4TYG3E6D2+HE7TS4XA5SXAavyxlPoj1O0jwuUt1OvG4HxiihFhGppGXX0pKNKpbvoJSUlPKfnU4n+fn5ddre6XQSiUS26VyBQICLL76YhQsX0q1bN26++ebyVuTtOfbWsW9rPFVR8izSBG2ZLPuCEYqDEQKRKCWhGMFwjFA0SjhqcTkMKS4nHpeDFqluUlzxhHlnJqjRWDyJjj8sgVCUAn/8ucdlSHE78bqcpLgc5cl0usdFhtdFusepZFpEBOCgG+M1zluWbrhT48vrWcuWLcnKymLu3LmMGjWKp59+urwVelsccsghPPLII4wZMwaXy0VeXh4OR7yiuG3btvh8Pl566SVOPPHEGo8zatQonn32WcaOHcvPP//MqlWr6Nu3L99+++12XV9tlDyLNBGBcJTCknCFZNkfiifMgUg03nLsdpKe4qSVy43H2TBacZ0Og9MRb2XeUsxaguEYwdLr2FwcImItXlfZdbhI9TjJTHGT4XWR6dXLmYg0YwNPjv/70a3xUo2WXeOJc9nyevbwww9z5ZVX4vf76d27N08++eQ2H+O8887j559/ZuDAgbjdbiZNmsTkyZOZNGkSAwYMoGPHjuy99961Hufiiy/moosuYs8998TlcjFz5swKLc71zZT1YGwMhg0bZhcuXFhh2Zw5cxg9enRyAmridG8Tp77ubUkoSkFJmMJAGF8g3srsD0UrJMupnnj9sLMJ1A9HY7Y8mS4ORohaS7rHRZrHSVqKCxMu4b/T7+baG/5G+9ZZyQ63ydFrQuLo3iZGY7+vy5Yto1+/fskOo0pFRUVkZmYmO4x6U9W9NsZ8Y60dtvW2aqoRaWT8oQiFJREKSsL4gn+2NEei8USyZaqbjm5vk0iWt+Z0GNI8LtI8LtpmpBCOxvCHohQFIuT4gsRCJUStZfn6IvLDTrJS3WSlefC4NLCQiIjUDyXPIo1AOBpjc3GIPH8IXyCeLBeHIkSikJ7ipE16Cqnu5lf/63Y6aJnqoGWqm5i1bC6IYi2sKwhQFPXRwusiI8VFZqqbVmkeWqa6m+SHChGRhuy9997jmmuuqbCsV69evPrqq0mKaMcoeRZpwHzBCHm+EPn+EIWBeHlGJAoZKS7apns1+sQWHMbEh7cz0L1VGsbjoTAQIbfYT6rbSabXTabXSQuvh9YZHjJS9PInIg2ftbbRv86PGzeOcePGJTuMam1rCbPePUQamEg0xmZ/fHKSokCYgtJ65lR3vIU5zaP/trUxhvLyjmjMUhyMUOAPs7EoQIY3SMsiNy1T3bTNSCErzd3o35hEpGnyer3k5ubSpk0bvU4liLWW3NxcvF5vnffRu7BIAxEIR8kpCrK5OERRMF7THIlaWqa66d4qDZdTdbvbw+kwtEh10yLVTTgaoygQITs/wCZfiNziEC1T3bTJ8NA6zaN7LCINSteuXVmzZg05OTnJDqWSQCCwTQlnQ+b1eunate7jYSt5FkmyQDjKxsIgecVB8v3xlmavy0mrNI/GMa5nbqeD1ukeWqW5KQpEyPWFyPUFyS32kJXqolV6Cm3SPZWGzRMRSQa3202vXr2SHUaV5syZw5AhQ5IdRlIoeRZJkpJQlI1FAfKK4zXNBSURMr0uurVKw60W0IQy5s/WaH8oQr4/TJ4vSEtfiJxUN20yUmjfIoUUl5JoERGpSMmzyE7mD0UIRWL8tL6Qzf4QRYEImSluurdW0pwMZbXRwUiUAn+YFbn+eDJdHKJtZgrtM1P0exERkXJKnkV2kkA4yvqCeEtzMBJjVZ6fFl7VMzcUKS4n7Vs4aVU6LOCK3GLyS0Lk+YK0y/TSNkM10SIiouRZJOEi0Rgbi4LkFAXJLQ7iC0RwAD1ap2vM4QbI7XTQvoWXrEiMvOIQf2wqpqAkTK7PQ7sWKbRNT8Gh35uISLOl5FkkQay15BaH2FAQIM8fIq84REaKi+6t01mXY5Q4N3Ael4OOLb0EwtHSuvTSJDo9RKeWXrLSPMkOUUREkkDJs0gCFAbC5SUam3xB3A4HXbJS1QGtEfK6nXTOSsUfipBbHCK/JExxMELrdA+ds1I1MoeISDOj5FmkHgUjUdblB9jkC5LrCxGOxmibkUK6ZrNr9Mo6FhaUhMnOL6EwEKYoEKFjSy/tMlTKISLSXOgdXaQeWGvZ5AuxvqCETb4gRYEIWWkeOqV6NU5zE9My1U1GiotcX5CVucX4g1Hy/WE6Z3nJ9LqTHZ6IiCSYkmeRHRQIR1mzuYTc4iA5hUFS3E66qzNgk+Z0GNq38FISipLjC8anUA+GaZfhpVOWV0PbiYg0YUqeRbaTtZYcX5D1+QFyioMUB6K0z1SJRnOS6nHSrVUq+SVh1mwuwReIUBQI07VVGi3T1AotItIU6V1eZDvEW5v9bPKFyCkKkOZ20b11mlqbmyFjDK3SPGSkuMgpCrIyz08gEqV9ppfOWan6mxARaWKUPItsA2stOUVB1hUEyPEFKQlGad/CS5pH/5WaO7fTQeesVApKW6FLwjH8oShdW6Xq2wgRkSZEr+gidRSOxlid5yfHF2RjYYA0j4tuam2WrbRMdZPqdrKhMIA/GKEkFKFTVirtM1PUeVREpAlQ8ixSB75ghNV5fjYUBigsCdNBrc1SA4/LQddWqeQVh1iV5ycQiVEUiNC1lcaFFhFp7PTuL1IDay0bi4Jk55ewoTAA1tCtVRoujaYgtTDG0CYjhVSPk42FQYpD8Vbo7q3T1ZlQRKQRU/IsUo0tyzQ2FARo4XXTOt2jr95lm8TLe5zk+IKs3uwnHLV0zkqlQwuVcYiINEZKnkWqUBQIszqvhI1FAQpLIirTkB3idBg6tvCS7w+xZnMJ4ViMknCUbq1S9S2GiEgjo2xAZCs5RUHWbPZvUaahBEfqR1aaB4/LwYaCAMFwjFAkRo82aaqDFhFpRJQ8i5Sy1rI2v4T1BQHWFZSQmaIyDal/aR4XXVulsb4gQCjiJxSJ0q11GllpnmSHJiIidaDkWQSIRGOsyvOzoTDIxqIA7TO8ZHj130MSw+100KVVKjlFQVbl+QlFY3TOSqVjC68+rImINHBJzQ6MMVOB8wALLAEmWmsDyYxJmp9AOMrK3HiZRr4/TOeWGk5MEs9hDB1K66DXbg4QiVlCkRjdWqXh0NjhIiINVtIKOY0xXYBLgWHW2gGAE5iQrHikefIFI/y20cfqzX58GodXkiArzUOHFilsKAiwdnMJf+QWE43ZZIclIiLVSPb30i4g1RgTBtKA7CTHI81IXnGIVbnFrC8M4DCGLq1Scegrc0mCNI+LzlmprMuPt0BHY5aebdLxuNRRVUSkoUla8mytXWuMuRtYBZQA71tr309WPNK8bCgMsDrPz/qCABkpLtpkpCQ7JGnmUlxOurRKJTu/hGgsRjRm6dU2Xd+EiIg0MMba5Hw9aIxpBbwMnALkA7OAl6y1z1S3T79+/exDDz1UYZnP5yMjIyOBkTZfTfXehqOWcDRGOBrD6TA4k1BfGg74cXvTdvp5m7pAIMAnH7zHmEPG4fV6kx3O9rHxCXqMMbidBo/LSUMpgW6qrwkNge5tYui+Jk5zuLdjxoz5xlo7bOvlySzbOBj4w1qbA2CMeQUYAVSbPKenpzN69OgKy+bMmVNpmdSPpnZvrbWs2VzCuoIS1hUEaJ/pJSMlOf8F1ixbSNd+lf4/yg7yF/twfPwRnXcbTFp6431Rj1nLhsIAMWtp0zKVnm0axpTeTe01oSHRvU0M3dfEac73NpkFdauA4caYNBMfm+kgYFkS45EmzFrL6rwS1ubHE+eOLZKXOIvUxmHiMxK6nQ7WbPbz+yYfm4tDyQ5LRERIbs3zfGPMS8C3QAT4DpiRrHik6YrFLCtL65tzigJ0apFKqkd1pNKwGWNon+klrzjE2vyS8uWt0jWZiohIMiW16c1aexNwUzJjkKYtGrOsyC1mfUGAXF+QThrDWRqZ1ukeDCiBFhFpIPS9tTRZkWisPHHOKw7TJStNQ39Jo1SWLCuBFhFJPiXP0iSVtThn5wcoLAnTtVUqbqcSZ2m8lECLiDQMSp6lyYltUapRWBKmS1YqLiXO0gQogRYRST4lz9KkWPtn58DNxWG6tFLiLE2LEmgRkeRS8ixNhrWWVXl+1ufHOwd2yUpTqYY0SVsn0A5jGsQ40CIizYGSZ2kS/pwAJUCOL0DnrFR1DpQmrVW6BwusKyjBYQy7ODM0drmIyE6g7EKahLX5JWQXlLCxMECnlqmkuDQcnTR9rdM9pLicrCsoYeWmYgLhaLJDEhFp8pQ8S6OXnR+fcnt9QYCOLTSOszQv7TJScBoH2fkB/thUTCgSS3ZIIiJNmpJnadRyioJk55eQnR+fclszB0pzY4yhfYsUIrEY6wpKWJFbTCSqBFpEJFGUPEujVeAPs2azn3UFJbTP8JLmUb2nNE8OY+jUMpWSUFkC7ScWs8kOS0SkSVLyLI2SPxRhVV4x6wpKaOn1kOFV4izNm9Nh6NzSS6E/wobCAKvy/FirBFpEpL4p45BGJxSJsWKTn+z8AClOp8a4FSnlcjronJXK2nw/TofB7XLQJSs12WGJiDQpSp6lUSmbdnt9YXx823aZKUmOSKRh8bgcdGqZSnZBCS6Hwety0CZD/09EROqLkmdpNKy1rMwtZkNhAH8wStdWaRhjkh2WSIPjdTtpl5HC+oIAbqcDr9tJusaAFhGpF6p5lkZjbX4JG4uCbC4O0TkrFadDibNIdTK9btJTXKwrCLAiV0PYiYjUFyXP0ijkFAVZXxBgQ+kkKJp2W6R2bdI9GGBjYYBVecUagUNEpB4oA5EGzxeMsHaLIek0CYpI3Rhj6NDCS3EwyobCIGvzS5IdkohIo6ciOGnQQpEYK3OLWV8YIDPFrSHpRLaR02Ho2NLL2vwSPC5DittB+0xvssMSEWm0lIlIg2WtZVWen5zCIAZDaw1JJ7JdUlxO2md6WZcfwOWIdyBs4XUnOywRkUZJZRvSYGUXBMgpClIUiNChhVcja4jsgIwUFy1TPawvDLA6108wEk12SCIijZKSZ2mQ8v0h1heUsLEoQMeWXo2sIVIPWqd7cBrDhqIAq/NKNAOhiMh2UPIsDU4gHGV1np/1BQHapKeog6BIPWqf6aU4EGWTL8iGwmCywxERaXRU8ywNSjRmWZnrZ0NhkBSXk5apqssUqU9OR3wEjvWFAVJcDtJTnGSq/llEpM7U8iwNyprNfnKKAgQjMU29LZIgqR4nWaluNhTGyzfCUU2gIiJSV0qepcHI9QXJKQqSVxyiU0svDnUQFEmYrDQ3WENOUYA1mzX+s4hIXSl5lgYhEI6SnV/C+sIA7TK8mkFQJMHiE6ikUFASJqcowMaiQLJDEhFpFFTzLElnrWXNZj8bffE6Z02EIrJzuJzxCVM2FAbwOB1kpLhI8+j/n4hITdS8J0m3sSjIJl8IfyBKuwzVOYvsTOkpLjJS3GwsCrIqz080puHrRERqouRZkqo4GGFdfgkbCwN0aKHxnEWSoU26h0jMsqkoSHa+6p9FRGqi5FmSJhqzrNlcwsaiIC28blI9Gs9ZJBmMMXTI9JJbHGJjUYDCQDjZIYmINFhKniVpsvNLyPEFiUQtrdM9yQ5HpFnzuBy0SvOwsSjI2s0lRDR8nYhIlZQ8S1IU+MNsLAqQ6wvSoYUXo2HpRJKuVZoHLGzyBVlXoNE3RESqouRZdrpwNMaa/Pgsgm3SU/C49Gco0lB0aOElrzjEhsIABSUq3xAR2ZrGJJKdbl1+gE2+IE5jNP22SAPjdjponeYhxxcsHYnDpY68IiJbUJOf7FQFJfFyjXx/WNNvizRQWVuUb2j0DRGRipQ8y04TjdnyToKt0zyaRVCkAWuf6SXXFyKnKEiRRt8QESmn7EV2mnUFJeT6gmBLW7ZEpMHyuOLlGxuLgqzNLyGmyVNERAAlz7KT+IIRNhYGyS0O0T7Tm+xwRKQOstLcxGKWPF+IjUXBZIcjItIgqMOgJFystFxjky9IVqpHo2uINBLGGNplprCuoIT0FBdWjc8iImp5lsTL8QXJ9YUIRWK0StPoGiKNidftJN3jIrc4SFgTp4iIKHmWxAqEo6wvCJBTFKB9piZDEWmM2mSk4AtEiMQsBX51HhSR5k3JsyRUdn4JucVB0j0uUj3OZIcjItvB6TC0Tk8hEouxrlCdB0WkeVPyLAlT4A+TVxzCF4jQJkNjOos0Zi28LrCQq86DItLMKXmWhIjFLOsKS8d0Tk/RDGUijZwxBpfTQa4vyIbCAIFwNNkhiYgkhZJnSYhNviCbfWFisdIWKxFp9IyhvPNgQ5x5sH///syZMweAm2++mTPOOAOAFStWYIwhEokkMbqqjR49mscee2y79j377LO54YYb6jkiEamNkmepd6FIjA2FATYVB2ib4VEnQWnUnps5gwmHj2boLu25YepFFda99+arHDNmH4bv3pVjx+7Lx+/OrrB+zcoVTD77FIbv3pUDBvbm3n/eWGH9O6+/zDFj9mGf3Tpz+MjBfDP/yxpjWTBvLgfvvUel5eecdAQvP/fUdu27rco6D+YVhyp1HtyRRLA+LF26lNGjRyft/CLSPKhJUOrdhsIAecUhvC4XaR79iUnj1q5DR86/9Cq++PRjgoE/W1s3rMtm2mXn86/H/8f+ow9m7sfvc9WFZ/POvMW0aduOcCjE+acdy4SzzuPO/zyB0+Fk5R+/lu8/77NPuP/2m7jzP0+y5+Ch5GxYn4zL22ZlnQdzfEEyvC4yvS4cdSzLikQiuFxN5zXBWou1FodD7VBbamq/Z5Gt6X+81KviYIScoiCb/WHaZGgKbmn8Dj7saMaOP5KsVq0rLN+wPpvMFi0ZNeYQjDEccNA4UtPSWLPyDwBen/U/2nXoxF/On0xaWjopXi+79RtQvv9/7r2dCy6/mkF77Y3D4aBDp8506NR5p15bmY3r1zH1/DM5cNAujB8xkGefeLh83ZLvvmHC4aPZr183Tjv5RO665TpaeF3EYrC5OExucQiA66+/nrlz5zJ58mQyMjKYPHkyEK+V/ve//82uu+7KrrvuCsBll11Gt27daNGiBUOHDmXu3LkAZGdnk5qaSl5eXvn5v/vuO9q2bUs4HOa3335j7NixtGnThrZt23L66aeTn59fvm3Pnj358MMPa73egoICzj33XDp16kSXLl244YYbiEbjNdxblntA5ZKP0aNHc/311zNy5EjS0tL4/fffmTlzJr179yYzM5NevXrx7LPPVnvuDz74gN13352WLVsyefJk7FYzzzzxxBP069ePVq1aMW7cOFauXFnr9QBs3ryZI488knbt2tGqVSuOPPJI1qxZU+32M2fOZOTIkUydOpWsrCx69+7Nl19+ycyZM+nWrRvt27fnv//9b/n2wWCQq666iu7du9OhQwcuvPBCSkriHybnzJlD165dueOOO+jYsSMTJ06sU8wijZWSZ6lX6wpKyCsOkZXqxu3Un5c0Xf0HDqF3n9345P23iUajfPzubNyeFHbt1x+Axd8uoEu3blx05okcMLA355x0BD8vWwpANBpl6eLv2JybyxH7D+Hgvffgthv+SqBk59cRx2Ixppwzgb57DODDBct47Lk3eObxh/hizkcA3HHztZx+7oXMW7aax//7NIcedRzGGNqke8gtDrKxKEA0ZvnnP//JqFGjmD59Oj6fj+nTp5ef47XXXmP+/Pn8+OOPAOy9994sWrSIvLw8TjvtNE466SQCgQCdO3dmv/324+WXXy7f93//+x8nnngibrcbay3Tpk0jOzubZcuWsXr1am6++eZtvuazzz4bl8vFr7/+ynfffcf777+/TeUmTz/9NDNmzKCoqIh27dpx6aWX8s4771BUVMSXX37J4MGDq9xv06ZNHH/88fzjH/9g06ZN7LLLLnzxxRfl619//XVuu+02XnnlFXJychg1ahSnnnpqnWKKxWJMnDiRlStXsmrVKlJTU8s/wFRn/vz5DBw4kNzcXE477TQmTJjAggUL+PXXX3nmmWeYPHkyPp8PgGuvvZaff/6ZRYsW8euvv7J27VpuvfXW8mOtX7+evLw8Vq5cyYwZM+oUs0hjpexG6s3m4hCb/SH8oSit0tXqLI3XnOUbOWfmAo6a/jnnzFzAnOUbK23jdDo56sQJXDtlEsN2ac+1UyZx4//dR1paOhAv63j3jVc47ZwL+GjhT4w6aByXnXca4VCI3JyNRMJhPnjrdWa+/A6z3pvLT0sXM+OBu2uNLWfDOkb2717h8d2Cr7b7Wn/4/ls25+Zy4eXX4PZ46NqjJyecehbvvhFPYF0uF6tW/M7mvFxSU1MZtNfeAKSnuHAZB5v9YXJqGbpu2rRptG7dmtTUVADOOOMM2rRpg8vl4sorryQYDLJ8+XIATjvtNJ577jkgXhbx/PPPc9pppwHQp08fDjnkEFJSUmjXrh1XXHEFn3766TZd74YNG3j77be5//77SU9Pp3379kydOpXnn3++zsc4++yz6d+/Py6XC5fLhcPh4IcffqCkpIROnTrRv3//Kvd7++236d+/f/mHgcsvv5yOHTuWr3/44YeZNm0a/fr1w+Vycd1117Fo0aI6tT63adOGE044gbS0NDIzM7n++utrvTe9evVi4sSJOJ1OTjnlFFavXs2NN95ISkoKhx56KB6Ph19//RVrLTNmzOC+++6jdevWZGZmct1111W4Zw6Hg1tuuYWUlJTy37NIU6XkWepFNGZZXxggpyhE2wwPDnUSlEZqzvKNTP/kV3J88YQwxxdk+ie/sjK3uMJ2X82dw33/vIknXpzNN7/n8MSst7j56kv5aeliAFK8XobsPZxRYw7B7fFw9gVTKNi8md9/XY7XG08uTp14Pu06dKRV6zacOeliPv/k/Vrja9ehE18sXVXhMWTv4dt9vevWrK6UkD82/V5yN+UAcMvd01n5+28cM3pvLpt8MZ9++C4Af582leOH9+GQgT247bZ/EopUP3V3t27dKjy/++676devHy1btiQrK4uCggI2bdoEwAknnMC8efNYt24dn332GQ6Hg1GjRgHxxHfChAl06dKFFi1acMYZZ5TvV1crV64kHA7TqVMnsrKyyMrK4oILLmDjxsofkOpyPenp6bzwwgs8/PDDdOrUiSOOOIKffvoJiI/+kZGRQUZGBnPnziU7O7vCvsaYCs9XrlzJZZddVh5X69atsdaydu1abrvttvJjXXjhhZVi8vv9XHDBBfTo0YMWLVpwwAEHkJ+fTzQaZe7cueX7bpnYd+jQofznsoR362U+n4+cnBz8fj9Dhw4tj238+PHk5OSUb9uuXTu8Xm+d76FIY6aKfqkXm3xB8kprHzO97iRHI7L9npq3kuBWiWAwEmPJ2gL2bvfnsp+WLmHoviPoP2gIAAMG78Weg4fy1dxP2b3/QHbr15/vFs6v8hwtsrLo0KlLhZFokjUqTcfOXejSrQez535b5foevXbhzn8/TiwW48VH7+fKC8/is8W/87fb7+Nvt9/H+oIAHrdhQ2Gg2mvYcvncuXO58847+eijj+jfvz8Oh4NWrVqV1/62atWKQw89lBdeeIFly5YxYcKE8v2vu+46jDEsWbKE1q1b89prr9VamrC1bt26kZKSwqZNm6rs1Jaeno7f7y9/vn595Y6cW1/nuHHjGDduHCUlJdxwww1MmjSJuXPnsnTp0grb/f7776xevbr8ubW2wvNu3bpx/fXXc/rpp1c654gRI7juuuuqva577rmH5cuXM3/+fDp27MiiRYsYMmQI1lpGjRpVXn6xPdq2bUtqaipLly6lS5cuVW6jUZWkOVHLs+ywSDRGTlGAvOIgbdM1k6A0bmUtzmVsLIqNhCgOhojFogQDASKRCAMGDeHbr+eVtzQv++F7vv16HruV1jwfcfwpLPl2IV/NnUM0GuWZx/5DVqvW9O7TF4BjTz6N556cQe6mHArz83n60Yc44KBxCb++YCBQ4TFg8FDSMjJ44j/3EygpIRqN8stPP/LDongyPfuVF8jL3YTD4SA9I16S4jB/vnW0yfCQ7w+T6wvStl17fv/99xrPX1RUhMvlol27dkQiEW699VYKCwsrbHPaaafx1FNP8dJLL5WXbJTtm5GRQcuWLVm7di133XXXNl9/p06dOPTQQ7nyyispLCwkFovx22+/lZc4DB48mM8++4xVq1ZRUFDA7bffXuPxNmzYwOuvv05xcTEpKSlkZGRUO/rGEUccwdKlS3nllVeIRCI88MADFZLzCy+8kNtvv7086S4oKGDWrFl1uq6ioiJSU1PJysoiLy+PW265pU771YXD4WDSpElMnTq1vIV+7dq1vPfee/V2DpHGRMmz7LAcX5B8fxiP00mqx5nscER2SLutppIv+PJ5Vt1zPIVfvcTsV15k7107MuOBuxi23/5cdMW1XHnBWQzfvStXXPAXzpt8BSMOHAtAr1125bYHHuHv06ay/4CefPL+2zzwxHO4PfH+AOdfdjX9B+3F0QcO5Zix+9BvwJ5MmnJVQq9t4/ps9t61Y4XH2lUrmf7kC/y0dAmHjRzEAYN6c/PVl+Iriie0X8z5iOMOGs6+fbvwyEP/4c7pj+PdoqbV7XSQmeImzx/i1IkX8NJLL9GqVSsuvfTSKmMYN24c48ePZ7fddqNHjx54vd5KZR1HH300v/zyCx07dmTQoEHly2+66Sa+/fZbWrZsyRFHHMHxxx+/XffhqaeeIhQKsccee9CqVStOPPFE1q1bB8AhhxzCKaecwsCBAxk6dChHHnlkjceKxWLce++9dO7cmdatW/Ppp5/y0EMPVblt27ZtmTVrFtdeey1t2rThl19+YeTIkeXrjzvuOK655homTJhAixYtGDBgAO+8806drunyyy+npKSEtm3bMnz4cMaPH1/Hu1E3d9xxB3369GH48OG0aNGCgw8+uLxOXaS5MVsPk9OQDRs2zC5cuLDCsjlz5mhQ/ASpy70NRWL8tK6QFbnFdGqZitet5Lku1ixbSNd+w5IdRpPjL/bx3MP3cOqFV5KWnrFdxyired6ydCPF5WDymD6M7tu+vkJtlKr7u43GLCvziunaKpW+HVuQkaKKwG2l97LE0H1NnOZwb40x31hrK73oqeVZdsjGogCbS0Kkul1KnKVJGN23PZPH9ClvgW6XkaLEuRZOhyEr1cPm4jDrCwLJDkdEJKHUPCDbLRiJkusLke8P0zUrLdnhiNSb0X3bJy1ZfvTBe3hs+r2Vlu+1z3489PRLCdt3R2WluVmZW0y+P0RhIEwLdRwWkSZKybNst42FQTb7Q6R7XHhc+hJDpD5MmnIlk6ZcudP33VEOY8hKi7c+bywMKnkWkSZLGY9sl0A4Sm5pR8HWmhBFRICWqW5KwhHy/SGKAuFkhyMikhBKnmW7bCgMkOcP0cKrabhFJM5h4rXP+f4wG2uZdVBEpLFS1iPbzB+KkOsLURSI0CpNX82KyJ9apLrxh+Ktz75gJNnhiIjUOyXPss02FgbZXBKipdeNS63OIrIFp8PQMrWs9lkjb4hI06PMR7ZJIBxlsz+ELxAhK021ziJSWcvS1ufN/hDFan0WkSZGybNsk5yiIPn+EJkpbpwOk+xwRKQBcjoMLbxuNqv2WUSaICXPUmfBSJTc4hCFgQhZqnUWkRpkpXkoDkbYXBzCH1Lrs4g0HUlNno0xWcaYl4wxPxljlhlj9ktmPFKzTb4QBaXjOmuEDRGpidNhaOl1s7kkxMZCtT6LSNOR7AzoX8C71trdgUHAsiTHI9UIR2PkFgXJLwnTSrXOIlIHWWkefIH4yBuBcDTZ4YiI1IukJc/GmJbAAcDjANbakLU2P1nxSM1yfSEKAmFS3U7NJigideJ0GDI8LgpKwuQWh5IdjohIvTDW2uSc2JjBwAzgR+Ktzt8Al1lri6vbp1+/fvahhx6qsMzn85GRkZHASJuvLe9tIBwlGInhdjow6ie4w8IBP25vWrLDaHICgQCffPAeYw4Zh9frTXY4Tc72/N1aG//mKsXlwOt2Jiiyxk/vZYmh+5o4zeHejhkz5htr7bCtl7uSEcwW594LmGKtnW+M+RdwLfC36nZIT09n9OjRFZbNmTOn0jKpH2X3dmNhgF82+qAkQpdWqckOq0lYs2whXftV+v8oO8hf7MPx8Ud03m0waelN+0U9Gbb37zY7v4QMr4tdO2TQPlMfaqqi97LE0H1NnOZ8b5P5/fsaYI21dn7p85eIJ9PSgMRilk2+EJv9IVqla4QNEdl2WWlu8v0hcn0hkvVtp4hIfUla8mytXQ+sNsb0LV10EPESDmlANvtDFJSEcRhDmieZX1SISGMVf+0wFJSEKSgJJzscEZEdkuxsaArwrDHGA/wOTExyPLKV3OIQBSUhWqVqhA0R2X4tU90U+MNs8gU1O6mINGpJTZ6ttYsAFX42UDELhSVhQhFLeoo6+ojI9sv0usgrDpLvD+MLRshISXbbjYjI9tGYY1KtSCxGfkmYlqlujIbYEJEd4DDxKbsLAmFyfZo0RUQaLyXPUqVQJEY0ZvEFIrTwqoVIRHZcy1Q3RSXxKbuDEU2aIiKNk5JnqVJucZBozJKe4sKlqbhFpB64nA4yUlwUBMLkadIUEWmklBVJJbGYJa84RDRmyUrV8HQiUn/+bH0Oa9g6EWmUlDxLJfklYYoCEQxoRjARqVdetxNjDEXBMIUlkWSHIyKyzZQ8SyW5vniPeKdDnQRFpP61THVT6I+QW6yOgyLS+Ch5lgqKgxEKSsKEIlEcSp5FJAEyUlz4wxEKS8LqOCgijY6SZ6kg1xeiMBCmhVe1ziKSGE6HId3jojAQr30WEWlMlDxLuUg0Rr4/RGEgQgt1FBSRBGrhdVNYOuqGOg6KSGOi5FnK5ZeEKQpGSHU5cWt4OhFJoFSPE4M6DopI46MMScptLg5RpJINEdlJWnhdFJVEyPNrzGcRaTyUPAsAJaEohYEwoUiM9BQNTyciiZfpdeMLRijwhwhFYskOR0SkTpQ8CwB5/hBFgQgZKW6M0SgbIpJ4TochPcVFUTDCZrU+i0gjoeRZiMUs+f7Sko1UV7LDEZFmpIXXRWFJWMmziDQaSp6FwkB8RkGncZDiUsmGiOw8aR4XsRj4AhGKg+o4KCINn5JnYbM/jE/D04lIkmR4XfgCEfJLNOaziDR8Sp6buVAkRkFJGF8wQkaKSjZEZOfL9LooCoYp8Ic15rOINHhKnpu5fH8IXyBMuseFU9Nxi0gSpLjiYz77gvGx5kVEGjIlz83cZn84Ph23OgqKSBK18LopCkYo8Kt0Q0QaNiXPzZg/FKEoECYShVS3OgqKSPKU1T0XlISIxVS6ISINl5LnZqygJExxaa2zxnYWkWRyOx14nA58wfiETSIiDZWS52asoCReX5jpVcmGiCRfptcdH3VDpRsi0oApeW6mioMRfIEINgZelWyISAOQkeLCF4xQWBImEtV03SLSMCl5bqbKh6dTq7OINBBOhyHV7cQXjFCgMZ9FpIFS8twMWWvjyXNAYzuLyPY57qDhLJg3t96PW9b6XN/J82233cZ5551Xr8cUkeZJyXMzVByKlk+Dq5INaUyemzmDCYePZugu7blh6kUV1r335quccvho/vPv6Uw4Ygwfvzu7fN3fp01l375dyh9Dd2nP8N27Vjr+yj9+Y1ifDky79PxaY3n9xWc56/jxlZaP329Pvpo7p9b9169by7VTJjFqz17ss1tnTjtyLHM/fr/W/eqqrnFsr1c/+oq99xu1w8dZMG8uB++9R/nz9BQX/lAUXyDCU08/TUZGBhkZGaSmpuJwOMqfZ2RkbNN5rrvuOh577LEdjldERMlzM6RWZ2ms2nXoyPmXXsWxJ59RYfmGddlMu+x8Lrv2Ri66+BKm/PUGrp0yidxNOQD87fb7mL98bfnjsKNP4NAjjql0/Nuuv4r+A/dK+HUUbN7M2cePx+128+pHX/HZ979xxnkXc/Ul51ZI+hMpEmmYk5GUlW4Uh6Icdfwp+Hw+fD4f77zzDp07dy5/7vP5KuwXjUaTFLGINDdKnpsZay0FftU7S+N08GFHM3b8kWS1al1h+Yb12WS2aMmIA8ZijGHk6INITUtjzco/Kh3D7y/mw3fe5OgTT62w/J3XXyazZUv23f+AhF4DwNOP/ZvUtAxuuXs6bdt3wJuayuHHnsikKVdy19+vx1rL2tUrGdgtq0KSe85JR/Dyc08BsHrFH5x7ylGM2rMXBwzszbVTJlFYkA/AdZedz7q1a5gycQL79u3CEw/9q/x4rzz/FIfuO4DzTjkKgFeff5pjxuzDyAE9uPD048leswqAv0+7grv/fkOFuG+96W88NWM6ULFl+z/33s5VF53NdZdfwPDdu3LcQcNZ+v135fv9uGQRJ48fxfDdu3LlhWfx14sm8uCd/8DvL+biM08iZ8O68m8FNq5fR3qKi+JgpMYh684++2wuuugiDj/8cNLT0/nkk0/Izs7mhBNOoF27dvTq1YsHHnigfPubb76ZM86If+iaPHlyhRZsl8vFzTffDFDjMUREQMlzs+MLRigOxd+QUlwq2ZCmof/AIfTusxufffw+sViMTz98F7cnhV379a+07Ydvv0GrNm0YOnxk+TJfUSH/uec2rrrxnzsl3nlz53Dw4UfhcFR8CT70yGNZu2olq1b8XusxrLWcd8kVfLTwJ1775GvWZ6/hofv+D4Db/jWDTl268uCTzzN/+VrOueiy8v0WfvUFr30yn4efeYVP3nuLx6bfy30znubTRb+x1z77cc3keF3wYcecwHtvvoq18QlLCvPz+fabbxh/9AlVxjPng3c47OgT+GLpSkYfchi3/e2vAIRDIaZOOoOjTzqNuUv+4LBjTuCj9+Kt62lp6fzn6Vm069Cp/FuB9h07keZxUlw6iVNNE6b873//4/rrr6eoqIgRI0Zw1FFHMWjQINauXctHH33E/fffz3vvvVdpv+nTp5e3Xn/++ee0atWKY445hlgsVudjiEjzpabHZkYlG9IUOZ1OjjpxAjddNZlASQmelBTuefi/pKWlV9r2jZee46gTJlSYGGj63f/kuAln0rFTl2067+JvFzCyf/cKy3xFRbXul5+XS7v2HSstL1u2OXcT7TpUXr+l7r16071XbwBap6Twl0mX8PD9d9R67ounTiu/Ly8+8yTnTp5K7137AnDelCt5bPq9ZK9ZxdB9R2CM4Zv5XzJs+Ejef/t1du+3B+07dqryuEP2Hs6osYcCcOTxp/DMYw8B8P23C4hGopx+zoUYYzj4sKPZc/DQGmN0Ox24nQ6KQ1GKghFaprqr3O6YY45h5Mj4h6AlS5aQk5PDjTfeCEDv3r2ZNGkSzz//POPGjaty/5ycHI499lgefPBBhgwZwvz587f5GCLS/CiDakastRSWRPAFI3RqmZrscETqZM7yjTw1byU5viDtMlL4y349Km3z1dw53PfPm/jPf2fx3ecfMHj/g7n6knP5z1Oz2L3/wPLt1q1dzcJ5n3PzHX9+Ff/T0sXM//xTXnzns22ObeBee/PfV96tsGz8fnvWul9W6zbkbFxfaXnZsqzWbWo9Rm7ORu646Vq+/XoexcU+YrEYLVpm1bpfh85/fkBYt3Y1d9w0jXu2KM+w1rJx/To6d+3O+KOP553XX2bY8JG889osxow9qNrjtm3Xofxnb2oqwWCASCRCzob1tO/YqcKHlQ61fEjZt28XwGKBT+Z9y/CBfavcrlu3buU/r1y5kuzsbLKyssqXRaNRRo2qulNjOBzmxBNP5LTTTmPChAnbdQwRaZ6UPDcjJeEo/lAEg1HJhjQKc5ZvZPonvxKMxCfMyPEFmf7Jr/TMLca7xXY/LV3C0H1H0G/PQSz64kP22HMwew4eyldzP62QPL/58gsMHrYvXXv0LF+2YN7nrF29ikOHDwDAX1xMLBrlt19+2q6Eui6G7z+aj96ZzUVTr61QuvH+7Nfo0KkL3Xv2Jn9zHgCBEj8ZmS0A2JSzsXzbB+64FYzh5Q++pGWrVnz87mxu+9vVf55ki2R1S1smsR07dWHSlCs54riTq9z2sGNO4MLTj+fcSy5nyXff8Ne/XrXN19qufQc2rl+Htbb83BvWraVbj17xeKgc5/zlawlFYmQX+GnRNrO8dKSma+nWrRu9evXil19+qVNcU6ZMoUWLFvzjH//Y7mOISPOkmudmpLAkQnEoQppHn5mkcXhq3sryxBnAxqIEAgEWr95MLBYlGIi3bg4YNIRvv57Hz8uWArD8xx/49ut57LZVzfObLz/PMSedVmHZiaefzduff8esd+cy6925nHTGREYddCgPP/NKwq7rzEkX4ysq5KarJrNp4waCgQBvv/YSj/zrLi6+Ip5Qt27TlvYdOzP7lReJRqO8+vzTFTpAFhf7SEtPJ6NFCzasy2bmIw9WOEebtu1Zs2pFjXGcdMZEHpt+H78uXwZAUWEB789+rXx9vwGDyGrdhpuvvpQRB47d5uHhAAYN3QeH08lzM2cQiUT45L23WLLomz/jbNeegs15FBUWVNjP43JgMPhDEYpDtY+ksc8++5CZmckdd9xBSUkJ0WiUH374gQULFlTa9pFHHuHTTz/l2WefrfDhZVuOISLNl5LnZqQoEKY4GCU9Ra3O0jjk+IIVnhd8+Tyr7jme9XOfZ/YrL7L3rh2Z8cBdDNtvfy664lquu+x8/vPv6Uy79HzOm3wFIw4cW77v9998zYZ12Rx65LEVjpmamkbb9h3KH2np6aSkeGndpm3CriurVWv++8o7BINBjh27L8N378INUy/kun/cxXETzizf7qY7/8XMRx7ggIG9+O3nnxg0dJ/ydRdefg3LfvieEXt0Z/LZJ3PQ+CMrnOO8S6Yy44G7Gdm/OzMfrphYlznosKM45+LLuPqSc9mvXzeOP3gEn3/yQYVtDj/mRL6aO4fDjz1pu67V7fFw34ynefX5pxnZvwezX32RAw8ah8fjAaBXn9047JgTOHzkYEb2787G9evK991yuu7aOJ1OZs+ezaJFi+jVqxdt27blvPPOo6CgoNK2zz33HL///judO3cuH3Hjtttu26ZjiEjzZar7OqwhGjZsmF24cGGFZXPmzGH06NHJCagRCUVi/JhdwMpcP73aplf4urM6a5YtpGu/YTshuuZH97Zuzpm5oFICDdAuI4Unzt670nJ/sY/nHr6HUy+8krT0bW8lTRZfUSF/OW48B40/gkuuuj7Z4VSrvv5uTzvqIE4+YyLHnnJGjdsFwlE2FgXYpX0Gu3dsscPnbcj0XpYYuq+J0xzurTHmG2ttpRc9tTw3E4WBMMWhKGkeV50SZ5GG4C/79SDFVfFlKsXlqLLTYGOWkdmC/zz1Ig6nk00bNyQ7nHq3cN7nbNq4gUgkwuuz/scvy5YycvTBte7ndTuJxsAfjBIIaxIUEWkYVPzaTBQFIhQHI6Sr3lkakdF92wNUGm2jbHmi/X3aVGa/8mKl5UcefzJ/u/2+et23Y+euXDT12u0PtgFb8fuvXHXxREr8frp278E9j/y31qH4yqR5nPhDEYoCEbxulZyJSPIpk2oGojGLLxDGH4rSPtNb+w4iDcjovu13WrK8tb/dfl+tSXIi9m1qTjz9bE48/ezt2jfN48QXjA+x2S4zpX4DExHZDirbaAZ8gXhv9RSXA6dDJRsi0nikup34w1GKgzXPNigisrMoeW4G4vXOKtkQkcbH5XTgcTjwh6IUhyLJDkdERMlzU2etpSgQwR+MkK4puUWkEYrXPUfxBZU8i0jyKXlu4racVdDj0q9bRBqf1LLkOaDkWUSST9lUE+cLRPCHoqR61EtdRBqnVLeTcDRGcShKOBqrfQcRkQRS8tzE+YIRSkJR0twq2RCRxskYg9flpCSo1mcRST4lz01YLGYpDkYoCavlWUQatzSPk+JwRHXPIpJ0Sp6bsOJQPHH2ODVEnYg0bmkeFyWlk6WIiCSTkucmrDgYpUT1ziLSBHhcDrAGfyheiiYikixKnpswXzCMPxwlTcmziDQBqR4ngbDGexaR5FLy3ERFojGKg1GC4Rhet5JnEWn8vG4ngXAMf1AtzyKSPEqem6jiYJSScBSvy4nDqN5ZRBq/VLeTEnUaFJEkU/LcRPlCEUpCEdU7i0iT4XE5sBYC4SiBsFqfRSQ5lDw3UWWTo6jeWUSaklS3i0A4il+dBkUkSZQ8N0GhSIySUIRI1JKiKblFpAnxuh2URKIUq3RDRJJEmVUT5A9FKCntKGhU7ywiTYjX7aQkpJZnEUkeJc9NkD8UJRCOkKpRNkQapEcfvIeb/jplp593/H578tXcOVWuWzBvLgfvvcdOjWd7pLgcRKOWklCEcDSW7HBEpBlS8twElbU8p7j165Ud99zMGUw4fDRDd2nPDVMvqrDuvTdf5Zgx+zB8964cO3ZfPn53doX1a1auYPLZpzB8964cMLA39/7zRgBCwSA3XTWZccMHMHz3rpw0bn/mfvJBrbFUl+Cdc9IRvPzcU9u1b30656QjGNgti+U/Lqmw/PLzTmdgtywWzJsLwKQpV3LLXQ8mNJamyhgTb31uJEPWzZw5k/333z/ZYSRdRkYGv//+e523nzt3Ln379k1gRCLbT9lVExOLWfyhKKGIxneW+tGuQ0fOv/Qqjj35jArLN6zLZtpl53PVjf9k3rLVXHH9rVw7ZRK5m3IACIdCnH/asewzYhQff7ucD77+kSOPPxmASDRCh85deGLWW3z54yom//UG/nrRRNauXrnTr6++9ejdhzdfer78ef7mPL7/dgGt2rRN6HkjkcZRA1wfH8aO27cP44ftxrXXXlO+btmyZYwdO5aWLVvSp08fXn311VpjmTNnDl27dq20fPTo0Tz22GPbtS/A2WefzcyZM2s9f3Pi8/no3bt3nbcfNWoUy5cvL3/es2dPPvzww0SEJrLNlDw3Mf7SIZw8TofGd5Z6cfBhRzN2/JFktWpdYfmG9dlktmjJqDGHYIzhgIPGkZqWxpqVfwDw+qz/0a5DJ/5y/mTS0tJJ8XrZrd8AANLS0rn4iml06dYDh8PBgQePp0u37vy4ZNHOvjwANq5fx9Tzz+TAQbswfsRAnn3i4fJ1S777hgmHj2a/ft0YPWRX7rrluhqPdcRxJ/Hum68SjcZbRd95/SXGjjsSt9tTvs1/7r2daZeeD0AwEGDapeczas9ejOzfnVOPGENuzkYAigoLuOmqyYwd2peDh/XjwTv/UX7c1198lr8cN447b57GqD178dC9/8fqFX9w7ilHMWrPXhwwsDfXTplEYUF+hfh++P5bjh27LyMH9OBvV1xMMBBI+D3ZUn18GHtn/jL++8FCDj/uJCD+weGYY47hyCOPJC8vjxkzZnDGGWfw888/1zkuaTgaywdBab6UPDcx/mCEgGYVlJ2g/8Ah9O6zG5+8/zbRaJSP352N25PCrv36A7D42wV06daNi848kQMG9uack47g52VLqzxWbs5GVv7xG31267czLwGAWCzGlHMm0HePAXy4YBmPPfcGzzz+EF/M+QiAO26+ltPPvZB5y1bz9uffcehRx9V4vHYdOrHLrn358rOPAXjzpec5+sQJ1W7/xkvPUVRUwPtfL+WzxX/wt9vvI8XrBeBvV1yM0+Vi9txveeHdz5j32ce8skV5ypLvFtK1R08++e4XJk25Emst511yBR8t/InXPvma9dlreOi+/6twvrdencXDz7zM23MXsfKP35jxwN11viffLFywXfdkS/XxYSyrZSY4PXTv049ozPLTTz+RnZ3N1KlTcTqdjB07lpEjR/L000/XOa5Eu+qqq2jVqhW9evXinXfeKV+enZ3N0UcfzdFHH02fPn149NFHy9fdfPPNnHTSSZxxxhlkZmay55578vPPP3P77bfTvn17unXrxvvvv1++/ejRo7nhhhsYMWIEGRkZHHXUUeTm5nL66afTokUL9t57b1asWFG+/U8//cQhhxxC69at6du3Ly+++GKN13DXXXfRqVMnOnfuzBNPPIExhl9//bX83Fu21m9drrLltlsra8W/44476NixIxMnTqzQsn/mmWeyatUqjjrqKDIyMrjzzjvrcMdFEkfJcxMT7ywYVWdB2SFzlm/knJkLOGr655wzcwFzlm+stI3T6eSoEydw7ZRJDNulPddOmcSN/3cfaWnpQLwl8d03XuG0cy7go4U/MeqgcVx23mmEQ6EKxwmHw1x76SSOPvFUevXZrdbYcjasY2T/7hUe3y34aruv9Yfvv2Vzbi4XXn4Nbo+Hrj16csKpZ/HuGy8D4HK5WLXidzbn5ZKWnsGgvfau9ZhHnTiBN196nj9+/ZmiwgIGDd2n2m1dLhcFmzezesXvOJ1O9hg4mIzMFuTmbGTuJx9w9U23k5aWTpu27TjjvIvL44J4on7axAtwuVx4U1Pp3qs3+x0wBk9KCq3btOUvky7hm6++qHC+U8+eRMfOXWnZqhWTplzJO6+/VOd78umcOdt9T2qzLR/GRg/ahRvPP4kfly6pdrIUay0//PDDDse1PWbOnMnZZ59d/nz+/Pn07duXTZs2cfXVV3PuuedirQVgwoQJdO3alZdeeomXXnqJ6667jo8//rh83zfffJMzzzyTzZs3M2TIEMaNG0csFmPt2rXceOONXHDBBRXO/fzzz/P000+zdu1afvvtN/bbbz8mTpxIXl4e/fr145ZbbgGguLiYQw45hNNOO42NGzfy/PPPc/HFF/Pjjz9WeU3vvvsud999Nx988AG//PJLvZdQrF+/nry8PFauXMmMGTMqrHv66afp3r07b775Jj6fj6uvvrpezy2yrZQ8NzHFoQgl4ag6C8p2m7N8I9M/+ZUcXxCAHF+Q6Z/8ysrc4grbfTV3Dvf98yaeeHE23/yewxOz3uLmqy/lp6WLAUjxehmy93BGjTkEt8fD2RdMoWDzZn7/9c86xlgsxvWXXYDb7WHa3++qU3ztOnTii6WrKjyG7D18u6933ZrVlRLyx6bfW14ucMvd01n5+28cM3pvTj1iDJ9++C4Af582lX37dmHfvl149MF7KhzzoMOO4usvP+O5mY9y5PGn1Hj+I0+YwIgDx3L1Jedy0NDdufefNxIOh8les5pIOMxBw/qWx/X3aVPJy91Uvm/Hzl0qHCs3ZyNXX3wOBw/rx379ujHtsgvYnJdXYZst9+nUpRs5G9bX+Z7kb95c4z3ZEdv6YWz4gQdz5aQzyPeV0LdvX9q3b89dd91FOBzm/fff59NPP8Xv99d63uzsbLKysio8Pv/88x2+ni316NGDSZMm4XQ6Oeuss1i3bh0bNmxg9erVfPHFF9xxxx14PB4GDx7Meeedx1NP/fntwqhRoxg3bhwul4uTTjqJnJwcrr32WtxuNxMmTGDFihXk5+eXbz9x4kR22WUXWrZsyWGHHcYuu+zCwQcfXL7/d999B8Ds2bPp2bMnEydOxOVyMWTIEE444QRmzZpV5TW8+OKLTJw4kQEDBpCens7NN99cr/fI4XBwyy23kJKSQmpqar0eW6S+uZIdgNSfsilrHRjcTiXPsn2emreSYKTiEGDBSIwlawvYu92fy35auoSh+46g/6AhAAwYvBd7Dh7KV3M/Zff+A9mtX3++Wzi/2vNYa7npqsnkbtrIv/87C7fbnZDrqU3Hzl3o0q0Hs+d+W+X6Hr124c5/P04sFuPDd97kygvP4rPFv/O32+/jb7ffV+U+qalp7D/6YF58+nHe+vy7Gs/vdru5aOq1XDT1WtauXsklZ51Mz136MGrMoXg8KXz6/e+4XFW/VG89jvsDd9wKxvDyB1/SslUrPn53Nrf9rWIr3frsteU/r8teQ7sOHet8T9YsW1jjPSlLdLc2Z/lGnpq3khxfkHYZKfxlvx6Vttnyw1i/PQfx4+JFXHruqfznqVns3n9ghQ9jAGeeP4VnH7mfH5YuZdwBw3nttdeYMmUKd9xxB8OGDePkk08mJSWlyni21LlzZ9asWVNh2ejRo2vdb1t07PjnPU5LSwPiHehyc3Np3bo1mZmZ5et79OjBwoULy5936NCh/OfU1FTatm2L0+ksf152rKysrCq33/q5z+cDYOXKlcyfP798P4jXGpeVSOyxx58j0/h8PrKzsxk6dGiFOLdHVccGaNeuHd7SciWRhk4ZVhMSL9lQvbPsmLIW5zI2FsVGQhQHQ8RiUYKBAJFIhAGDhvDt1/PKW5qX/fA93349j91Kv2Y/4vhTWPLtQr6aO4doNMozj/2HrFat6d0nPvzUP667gt9//ZkHn3we705saQoGAhUeAwYPJS0jgyf+cz+BkhKi0Si//PQjPyyKJ46zX3mBvNxNOBwOWrRoCYDD1P7Seek1N/LErLfo0q3mJOPrLz/j52VLiUajZGS0wOVy4TAO2nXoyH4HjOHuv1+Pr6iQWCzG6hV/sHBe9a2ixcU+0tLTyWjRgg3rspn5SOXh8J7/72OsX7eWgs2beezBexh31PGVtqnunvy8/Kdtvid1/SZjyw9jDoejwocxIP53tcWHhbLZUwPh+Ae9gQMH8umnn5Kbm8t7773H77//zj77VF8u0xB07tyZvLw8ioqKypetWrWKLl261LBX/ejWrRsHHngg+fn55Q+fz8dDDz1E9+7d8fl85Q+ATp06sXr16gpxbik9Pb1CS//69ZW/0QCqPDZU/iC4NU34JQ2JkucmpDgYIRCJ4lXJhuyAdhkVW+sKvnyeVfccT+FXLzH7lRfZe9eOzHjgLobttz8XXXEtV15wFsN378oVF/yF8yZfwYgDxwLQa5ddue2BR/j7tKnsP6Ann7z/Ng888Rxuj4fsNauY9cyTLP9xCWP26lte/vDWqzV3WNpRG9dns/euHSs81q5ayfQnX+CnpUs4bOQgDhjUm5uvvhRfUSEAX8z5iOMOGs6+fbtwx83Xcuf0x+uU7Lfv2Im99tmv1u02bdzIlReexX79unHM2H0YNnwkR54Q72D4z/sfJhwKc+zY4ew/oCdXXvgXcjZuqPZYF15+Dct++J4Re3Rn8tknc9D4Iyttc/ixJ3Lh6cdz+P6D6NqjJ+dfdlWlbZxOZ5X3pLi4eJvvydbfZNhYlEAgwOLVm3fow9is/z5CZsvWdOnZh2jMsnjxYgKBAH6/n7vvvpt169ZVqDtOlEAgUOFRVstcF926dWPEiBFMmzaNUCjE4sWLefzxxznjjDNq33kHHXnkkfz88888/fTThMNhwuEwCxYsYNmyZVVuf/LJJzNz5kx+/PFH/H5/ee10mcGDB/PKK6/g9/v59ddfefzxx+s13g4dOmzTONEiiaSyjSakJBwlEIrSIjM5X39L0/CX/Xow/ZNfyxOerP1Pp8PoM5k8pg+j+7avsO2pZ5/PqWefX+2xDj7saA4+7OhKyzt37c7i1fnbHNve+43iwwWVOzQ9MestAPzFvkrrtty3pnPe+e+q3+xvf2BGlcurUhZHVbaM++IrppX/fPixJ3L4sSdWuU9mi5b87fZ7+dvt91Zad8zJp3PMyadXWNanbz9eePvTCsvOuuDPmQzfnRefvOW8yVdUOt7W97Z9x06V7klZ2ca23JOtv8ko+PJ5Cr54DoDZwOxXXuTCqddw8RXTyj+M5W7KoVWbNtV+GMvL3US/AQO56cGZxBxOSsJRnn76aR577DHC4TCjRo3igw8+qFPZxo5Yu3ZtpfrcX375hT59+tT5GM899xwXXnghJ554Iu3ateOWW27h4IMPru9QK8nMzOT999/niiuu4IorriAWizFo0CDuvbfy3xrAYYcdxuWXX87YsWNxOBz84x//4Nlnny1fP3XqVBYsWECHDh0YOHAgp59+er12Kpw2bRpTpkzh6quv5oYbbuCqqyp/6BPZWcy2fEpOSADGOIGFwFprbeVmki0MGzbMblkLBvEhbuq7Pq0xisYsP6wt4I9NxfRum14vX3GtWbaQrv2G1UN0srWGfm+rqlHdOnFuiPzFPp57+B5OvfBK0tIzkh1Ok7M9f7fnzFxQKYGG+DccT5y9Y6N0bCwK4HY62L1TJu0zG3e9bGN8LzPGbPOHhZ2tMd7XxqI53FtjzDfW2koveg2h5fkyYBnQItmBNGaBcJRQND45imrDZEeN7ts+acnyow/ew2PTK7d+7bXPfjz0dOVh1bY08+EHefzf05kx4xHgz/8HddlXEmPrbzIgXq9cVafBbeV1OUu/cYvVvrGISD1JavJsjOkKHAH8E6j8PaLUWUk4SjAcK+9EI9JYTZpyJZOmXLld+5594RRSCKnluQEp+xCWiG8yUtwONpeEKKlmrGeA2267jdtuu63S8lGjRlWYrKS+9xWRpiupZRvGmJeA24FM4Krayjb69etnH3rooQrLfD4fGRl6kwxHYwTCMYwBp6N+Wp7DAT9ub1q9HEsq0r1NjEAgwCcfvMeYQ8Zp2KsEaIh/t8FIvNGgsU8MpfeyxNB9TZzmcG/HjBnTsMo2jDFHAhuttd8YY0bXZZ/09PRK9TXNoeamLn7ZUMQvG4tom+4l1VM/byINvS63MdO9TQx/sQ/Hxx/RebfBanlOgIb4d7tms5/WGR726NSCTG/j7Syt97LE0H1NnOZ8b5P5Hf9I4GhjzArgeWCsMeaZJMbTaFlr4zXPEauZBUWkWUlxOQmGYzWWboiI1KekZVrW2mnW2q7W2p7ABOBja23iB7dsggLhGMFIDJfD4FBnQRFpRjwuB6FojGBYnQZFZOdQM2UTUBKOxuv+GnnNn4jItvI4HYQiMYIRtTyLyM7REIaqw1o7B5iT5DAarXjyHNVIGyLS7JS1PAfU8iwiO4myrSagJBQt73EuItKcOB0GB0atzyKy0yjbauTKOgvGk2eVbYhI85Oi1mcR2YmUPDdywdLWFiem3sZ3FhFpTDwu1T2LyM6j5LmRC0ZihCIWj0o2RKSZcpd1GlTLs4jsBMq4GrlgJEooGlXyLCLNVrxsI6qWZxHZKZRxNXLBcIxwxOJ26lcpIs1TvOXZEgjHsNYmOxwRaeKUcTVy8ZbnGB4lzyLSTDkdBqcxBCPxztMiIomkjKuRC4Rj8eRZZRsi0ox5XA7CUavkWUQSThlXIxaKxAhHYzhAI22ISLPmcTlKW55V9ywiiaXkuRErK9lQvbOINHduZ7zlOaSWZxFJMGVdjVgwEiMcUb2ziIjbaYgoeRaRnUBZVyMWjMTrnd2qdxaRZs7tdBCJxl8TRUQSSVlXIxYMRwlFLClKnkWkmXM5DJFYvOVZw9WJSCIp62rE4rMLRlXzLCLNnjHx4erC0ZhG3BCRhFLW1UhFY/EhmWIWJc8iImzRaVClGyKSQMq6GqlQJEZEI22IiJSLdxqMd6QWEUkUZV6NVCgaIxy1uDS+s4gIUNbyrE6DIpJYSp4bqVAkRiSmlmcRkTIa61lEdgZlXo1UOBqfXdDlVMuziAiAyxnvMKjkWUQSSclzIxWvebZqeRYRKeV2OgiXdqYWEUkUZV6NVHnLs2qeRUQAcDoMxhLvNKi6ZxFJECXPjVQoGiMcU8uziMiWXE4HkZglEtVEKSKSGMq8GqFI6UgbxsZbWkREJK5spsFwTC3PIpIYSp4boXDUEonGcKnVWUSkAmdp8qyWZxFJFGVfjZDGeBYRqZrLYYiq5llEEkjJcyMUisTfGFTvLCJSkcvpIGKtkmcRSRhlX41QOBqfIEVjPIuIVOR0GCIRlW2ISOIoeW6EwtHSMZ4d+vWJiGzJ5TBEbbyBQUQkEZR9NULhqCUSsxppQ0RkKy6HIRK1hNXyLCIJouS5EYrGLLGYVdmGiMhWnA5DNBb/hs5aJdAiUv+UPDdC8ZpntTyLiGzNGFOaQKv1WUQSQ8lzIxONxUs2ABxGybOIyNbiE6Wo7llEEkPJcyMTicWIxmIa41lEpBpOhyESRS3PIpIQSp4bmUjUElXJhohIteIjbsRfK0VE6puS50YmErVEoyh5FhGphsNhiKpsQ0QSxFXbBsaY9sBIoDNQAvwALLTW6lUpCcKxGFEbU/IsIlINpzHEYhblziKSCNUmz8aYMcC1QGvgO2Aj4AWOBXYxxrwE3GOtLdwJcUqpsg6DLk2QIiJSJYfDEIqo5VlEEqOmlufDgUnW2lVbrzDGuIAjgUOAlxMUm1ShbJg6r0vJs4hIVZzGYGOo5VlEEqLa5Nla+9ca1kWA1xIRkNQsXvNscXpUtiEiUhWHA03RLSIJU2vNM4Ax5gigP/GyDQCstbcmKiipXiRmiVqroepERKrhMIaYtcQ0w6CIJECt3/0bYx4GTgGmAAY4CeiR4LikGmVTc2uCFBGRqpXNMBjRUHUikgB1KZwdYa39C7DZWnsLsB+wW2LDkupES1ue1fAsIlI1hzFEbbzMTUSkvtUleS4p/ddvjOkMhIFOiQtJahKzFmvjvclFRKQyp6O0w6C1WJVuiEg9q0vN82xjTBZwF/AtYIHHEhmUVC0Wi8+YZS0q2xARqYHT8edrpsup10sRqT+1Js/W2r+X/viyMWY24LXWFiQ2LKlKtLQDjFOj1ImI1MhhDJGycfGdyY5GRJqSmiZJGWut/dgYc3wV67DWvpLY0GRr0dJWFLU6i4jUzOEwWDTihojUv5pang8EPgaOqmKdBZQ872Qxa7FY1TuLiNTCgSFmQQNuiEh9q2mSlJtKf7zVWvvHluuMMb0SGpVUKd7yHJ89S0REqmcMWItankWk3tWleraq6bdfqu9ApHaxGNiYOguKiNTGUTpFt9UkgyJSz2qqed6d+KyCLbeqe27BFjMNys4TtZYoGuNZRKQ2xkBMNc8ikgA11Tz3BY4EsqhY91wETEpgTFKN8tkFlT2LiNTIAFZTdItIAtRU8/x66dB011hrb9uJMUk1YqVvBCrbEBGpmTHqMCgiiVFjzbO1Ngocu3NCkdpEY/HkWbmziEjNHAYsmmFQROpfXWYY/MIYMx14ASguW2it/TZhUUmVbOlDLc8iIjUrnY8Apc4iUt/qkjwPLv331i2WWWBsvUcjNYrFbLznuGbLEhGpkTHx10zVPItIfavL9NxjdkYgUnfqLygiUjOHMYRRzbOI1L9ax3k2xnQwxjxujHmn9PkexphzEx+abK2sw6BB2bOISE0M8TGeY8qeRaSe1WWSlJnAe0Dn0uc/A5cnKB6pgbXxh0qeRURq5jCm/DVTRKQ+1SV5bmutfRGIAVhrI0A0oVFJlWKlnV+UPIuI1KJstA11GRSRelaX5LnYGNOGeCdBjDHDgYKERiVVio+2obINEZHaxCdJUcuziNS/uoy2cQXwBrCLMeYLoB1wYkKjkiqpbENEREQkueoy2sa3xpgDiU/XbYDl1tpwwiOTSqzVgP8iInVhzJ9j44uI1Ke6tDwD7AP0LN1+r9LB559KWFRSJU2SIiKybdTgICL1rdbk2RjzNLALsIg/OwpaQMnzThazFlS2ISJSR0qcRaT+1aXleRiwh63nj+/GmG7EE/AOxF/hZlhr/1Wf52hqrKV0nGcREakLpc8iUt/qMtrGD0DHBJw7Alxprd0DGA5cYozZIwHnaTJKG55FRKSO1NggIvWtLi3PbYEfjTFfA8Gyhdbao3fkxNbadcC60p+LjDHLgC7AjztyXBERERGRRKlL8nxzooMwxvQEhgDzE30uEREREZHtZZLdE9kYkwF8CvzTWvtKTdv269fPPvTQQxWW+Xw+MjIyEhhhwxEIxwhGonicjp3yXWQ44MftTUv8iZoh3dvECAQCfPLBe4w5ZBxerzfZ4TQ5jenvNmYhGovhdTnxuOpSoZhczem9bGfSfU2c5nBvx4wZ8421dtjWy6tteTbGfG6t3d8YU0TFUtv4xE3WttjRoIwxbuBl4NnaEmeA9PR0Ro8eXWHZnDlzKi1rqn7MLuSXjUV0bJWGy5n4N4M1yxbStV+lvxmpB7q3ieEv9uH4+CM67zaYtPSm/aKeDI3p79YfirDZH6JPh0x6t2v4fwvN6b1sZ9J9TZzmfG+rTZ6ttfuX/puZiBMbYwzwOLDMWntvIs4hIiIiIlKfkvld1kjgTGCsMWZR6ePwJMbTKKjnuIhIXRmMBsYXkXpW1xkG65219nOUC24TvQeIiNRNzMbfYPSyKSL1reH3opBKNNaziEgtLDiMwaFWBxGpZ9uUPBtjDjLGHFXa0U92MmPU+iwiUhcWq9dMEUmIOifPxph7iNcpDwJeT1hEUiOjLyFFRGoVs6hmQ0QSoqah6u4B/m6tzS9d1B04ufTnJQmOS6qgxFlEpO6MAYdDr5siUr9qanl+BXjeGHOpMcYJPAV8AswDHt0ZwUlFprT3S5LntRERafBi1qrDoIgkRLXJs7X2C2vteCAPeI/4bISjrbXDrbX/2mkRSrmyN4KYsmcRkZpZcKAOgyJS/6pNno0xLmPMEcBG4FhgkDHmDWPMoJ0VnFRkjMYsFRGpi5iNj1Wnl0wRqW81jfP8GvESjTTgdGvtWcaYzsCtxhhrrZ20MwKUPzlM/KGWZxGR2hmjsg0RqX81Jc89rLVHGmM8wFcA1tps4DxjzOCdEZxU5DAGg1HNs4hILSzxsg19Wyci9a2m5PkRY8y80p/v3XKFtXZRwiKSapUN+K/kWUSkZjFrcRujsg0RqXfVJs/W2unA9J0Yi9SibMB/lW2IiNTCApphUEQSoKZxnl3AucQ7C3YpXbyW+AQpj1trwwmPTiowBoxD03OLiNQmZsGJwankWUTqWU1lG08D+cAtwJrSZV2Bs4BngFMSGplUEq95VsuziEhtYtZiHOCo8zy6IiJ1U1PyPNRau9tWy9YAXxljfk5gTFINhzE41GFQRKRW0ZjF6QCnZhgUkXpW02fyPGPMScaY8m2MMQ5jzCnA5sSHJltzlNY8W2XPIiI1is8wqJpnEal/NSXPE4ATgQ3GmJ+NMb8AG4DjS9fJTlY2SYpSZxGRmsWsxekwankWkXpX02gbKyitazbGtCldlrtzwpKqlE2SElbLs4hIjaKxeKmbOgyKSH2raXru7sYYb+nTPOBoY8yDxpiLSkfikJ2sbJznmHJnEZFqxazFmHi9s0MtzyJSz2oq23h7i/X/BxwBzAf2BmYkOC6pgtMZfyOIKXsWEalWLBZPnlXvLCKJUFMLssNa6y/9+WBgb2ttDHjGGPN94kOTrTmNwWEgqrINEZFqxWz89VL1ziKSCDW1PK82xowt/XkF0A3+rH+Wnc/pKC3bUMuziEi1YtbicBicGuNZRBKgppbn84CnjDE3AwXAImPMIiALuCLhkUklTofB5TCaJEVEpAYxa8v7iIiI1LeaRttYDYwxxvQDdgNmEp8kZUFp+YbsZK7Szi9R3X0RkWrFYirbEJHEqXXUDGvtMmDZTohFamFKW1KMKZs9S28MIiJbi5ZOza3XSBFJhO2qCDPGaLSNJHE543V8Kt0QEalaJBrD5TC4VfQsIgmwva8sj9RrFFJnZV9FRtVpUESkSlFrcWl2QRFJkG1Kno0x7QGstd8kJhypTfmIG2p5FhGpUryszYHboZZnEal/1dY8G2Nab70I+NoYMwQw1tq8hEYmVXI6DE7jIKZOgyIiVYrELE5HvMxNRKS+1dRhcBOwcqtlXYBvAQv0TlRQUj2nw2AcmihFRKQ6sdIO1UqeRSQRavpO66/AcuBoa20va20vYE3pz0qck8TpMLg0UYqISLUiMYvL4cClsg0RSYBqX1mstfcQnyjlRmPMvcaYTOItzpJELocDh8MQUfIsIlJJWWdqpzoMikiC1Pix3Fq7xlp7EjAH+ABI2xlBSfXcToPb4dBoGyIiVYiVjrShYepEJFFqnSQFwFr7hjHmA2CXBMcjtXA5HTidEFGPQRGRSiJRi9OpVmcRSZw6fzS31pZYa38AMMZMTFxIUhN36ZtCJKqWZxGRrUVjFqcxuNVZUEQSZHu/17qlXqOQOnOXdoJRzbOISGWRWAyn0+BS2YaIJEhN4zwvrm4V0CEx4UhtHKXDLxlH2UQAal0RESkTjVlcxuDWa6OIJEhNNc8dgHHA5q2WG+DLhEUktXI7HbgdJt7C4nAmOxwRkQYjHLOkeZzqMCgiCVNT8jwbyLDWLtp6hTFmTqICktq5HAanRtwQEakkEo3hdrpwu5Q8i0hiVJs8W2vPrWHdaYkJR+rC7XTgUqdBEZFKwtH4BCketTyLSIJU++pijMmobee6bCP1rzx5VsuziEg5ay0xa/G4HBptQ0QSpqaP5q8bY+4xxhxgjEkvW2iM6W2MOdcY8x4wPvEhytZcToPTaTTWs4jIFuLTcpd2qjZKnkUkMWoq2zjIGHM4cAEw0hjTCogAy4G3gLOstet3TpiypbLh6kpi0WSHIiLSYISjMVxOo5INEUmoGmcYtNa+Dby9k2KROnK74hMAqOZZRORP4ajF5XRopA0RSSi9wjRCntKa53BUZRsiImUi0RhuhyFFI22ISALpFaYRcjkduF0OrEHD1YmIlArH1PIsIomnV5hGyuN04HGq9VlEpEx8jGejMZ5FJKG26xVGQ9Qln8flwO1wqu5ZRKSUxngWkZ1he19hfqzXKGSblY1jqpZnERGIaYxnEdlJqh1twxhzRXWrALU8J5nH6cDlchAMabg6EZGyYercTofGeBaRhKqp5fk2oBWQudUjo5b9ZCf4s+VZZRsiIuGIxeN0aKQNEUm4msZ5/hZ4zVr7zdYrjDHnJS4kqQuPS8PViYiUCUVjeJwOvG5nskMRkSaupuR5IpBbzbphCYhFtkF8tA0HUWux1uprShFp1kLRGGkep1qeRSThapqee3kN6zYkJhypK2MMHpeztPXZ4nEpeRaR5iscieFJc5HiVvIsIomlV5lGzO00uJwOlW6ISLMXisZwO52kuFS2ISKJpeS5EUtxO3G7VPcsIs1bOBrD6YAUlwOnQ9/CiUhi1Zo8G2NG1mWZ7HwpLgcpTgehiJJnEWm+wuWtzmoPEpHEq8srzYN1XCY7mdftxO1yEFLLs4g0Y8FIDI/LkKKRNkRkJ6hpkpT9gBFAu60mTGkB6BWqAVDLs4hIvLNgiltjPIvIzlHTUHUe4hOiuIhPjlKmEDgxkUFJ3bidDjwuJxiIRGO4nHrjEJHmJxSNkZHqUvIsIjtFta801tpPrbW3AMOttbds8bjXWvvLToxRalDW2qLSDWkIxu+3J1/NnZOQY1905om8Put/9XKst159kQtOO65ejrWtFsyby8F775GUcydKsq8pXDpBikbaEJGdoS4f01OMMTOMMe8bYz4ueyQ8MqkTr9uJx+UgqNKNhHtu5gwmHD6aobu054apF1VY996br3LMmH0YvntXjh27Lx+/O7t83euz/scphx/Ifv26cfDee3DvP28kGo2Wr//9l+Wce8pRjNijO0fsP4SP3nmz1liqS1bOOekIXn7uqe3at6F76OmXOOak0+rlWEccdzKP/O/VejmWJFckGsMSn3XVo5ZnEdkJairbKDMLeBh4DIjWsq3sZCmu+EyDwbCS50Rr16Ej5196FV98+jHBQEn58g3rspl22fn86/H/sf/og5n78ftcdeHZvDNvMW3atiNQUsLVN93OwCHDyMvdxKXnngqhYq4YsC+RSITLzj2Nk86YyIz/vcbCrz5nysRTebFvP3r27pPEq925IpEILlddXo4a1rGTeS6JC0ZipLicpKqzoIjsJHX5mB6x1j5krf3aWvtN2SPhkUmdlLc8q2wj4Q4+7GjGjj+SrFatKyzfsD6bzBYtGTXmEIwxHHDQOFLT0liz8g8ATvnLuQzddwRuj4cOnTpzxLEn8ePSpQD88evPbNywnjMnXYLT6WTfkQcyZNi+zH75+Z1+fQAb169j6vlncuCgXRg/YiDPPvFwjdu/+fLzjBs+gFF79mLGA3dXWBeLxXj83/dx+MjBjNqzF1dddDYFmzcDsHb1SgZ2y+KV55/i0H0HcN4pR/H6i89y1vHjufvvNzByQA/GjxjI3E8+KD/e1q3qrz7/NMeM2YeRA3pw4enHk71mVfm64bt35fmZj3LkqL048oC9KsVddq4yixbO59QjxjBij+6cesQYFi2cX75u61KU/9x7O9MuPb/a69haoKSEG6ZexMgBPTh27L788P13Nd7TG6ZexIN3/qP8+dbfFIzfb09mPvwgJxwyghF7dOevF00kGAhUe7z12WuYOukMDhy0C6P27MVtN/wViP9+ZvzrLsYNH8CBg/tw3eUXUFRYUOG6Xp/1Pw7ddwAHDOxd4fdb2zWV/d7LvonZ8tuU1198lr8cN447b57GyP7dOWzkIBYtnM/rLz7LIfv058DBfSqU59ww9SL+ef1VXHLWyQzfvSunHXUQq1f8Ub7+55+Xc8P5pzB0t+707duXF198scb7KyKyo+qSPL9pjLnYGNPJGNO67JHwyKROvK54p8GwyjaSpv/AIfTusxufvP820WiUj9+djduTwq79+le5/Tfzv6RHzx7VHs9i+XX5skSFW61YLMaUcybQd48BfLhgGY899wbPPP4QX8z5qMrtf/v5J/5x3ZX88/5H+GjhTxRszmPDuuzy9f978hE+fu8tnnjpLT5a+BMtWmbxzxuuqnCMhV99wWufzOfhZ14BYMl3C+m5y6589v3vTLzwMm6+agrW2krn/uS9t3hs+r3cN+NpPl30G3vtsx/XTD6vwjYfv/8Wz77xEa99NL/S/lsq2LyZS84+mdPOuYDPFv/OmZMu4ZKzTyZ/c16d7ltV17Glh++/g9UrV/D23EU8/MzLvDHruToftzrvz36Vh55+mXe++J6ff1pabS14NBpl8tmn0KlLN96Zt5gPFyxj/NHHA/Ek9vVZ/+PxF2bzzheLKCku5va//bXC/t8t+Io35izg0edf55F/3cmqVSvrdE3devRi5svv8OWPq7jw8muYdtkF5GxYX75+yXcL2a1ffz5b/AeHH3MSV19yLj98/x1vzf2W2/81g9v/djX+Yl/59u++8TIXXn4Nn/+wgu49e/PgnX8HwO8v5sqJJzHu6BP4ecUann/+eS6++GJ+/PHHHb7HIiLVqUvyfBbwV+BL4JvSx8JEBiV153LGyzaMQTMNJonT6eSoEydw7ZRJDNulPddOmcSN/3cfaWnplbZ99fmnWbp4EcefeDIAPXfZldZt2/Lkww8QDof58tOPWfjVFwRKSirtu7WcDesY2b97hcd3C77a7uv44ftv2Zyby4WXX4Pb46Frj56ccOpZvPvGy1Vu/8Hbr3PgQeMYNnwknpQULvnr9RjHny8ps555kilX/42OnbrgSUnhoqnX8uHbrxOJRMq3uXjqNNLS0vGmpgLQqUs3TjztLJxOJ0efdCo5G9eTm7Ox0rlffOZJzp08ld679sXlcnHelCtZvnQJ69auKd/m3Eum0rJVq/JjV+ezj9+jR89dOOqECbhcLg4/9kR67bIbn37wTp3v3dbXsaX3Zr/KpClX0rJVKzp27srp51xQ5+NW57RzLqB9x060bNWKAw8ez/Ifl1S53Q+LviFnw3quuOHvpKWlk+L1stc++wHw1muzOHPSJXTt0ZO09AwuvfYm3n3jlQq/nwunXoM3NZW+e+xJ334D+OO33+t0TYceeSztO3bC4XAw/ujj6dGrNz8s+vMLyy7denDsKWfgdDoZd9RxrM9ew4WXX40nJYURB47F7XazasXv5duPHX8kew4Zisvl4ojjTuKn0uv97MP3aN+5K8dNOIPMtBSGDBnCCSecwKxZs3b4HouIVKfW4jxrba9EndwYMx74F/Fxox+z1v5fos7VlHndpa3P0RhuDVdXr+Ys38hT81aS4wvSLiOFv+xXucX4q7lzuO+fN/HEi7Ppt+cgfly8iEvPPZX/PDWL3fsPLN/u43dn8687bmXG/14jjXhy7Ha7+ddjz3L7367myf/cT/+BQxh35HF4PJ5aY2vXoRMfLqjYwnbOSUds97WuW7O6PCEvE43GypOtfft2KV/+2sdfkbNhPR06/7ksLS29QknLujWrmTrpDBxbTJfscDorJMNb7g/Qtn2H8p9TU9MA8BcXV4517WruuGka9/z9hvJl1toKrZsdO3cF4i39F//lJAA6d+3Gqx9V/ICRs2E9nbp2q7Csc5dubFi/rtJ5q1N2HW+9+iK3XjsVgL322Y+Hnn6JnA3r6bjFdXbq8ue5qtq+Ltq2+/M+eVNTy6/7ojNP5Nuv5wFw4//dh8vlplOXblXWYedsWE/nLa67c5duRCKRCr+frc9TUlrrX9M1Abzx0nM8/ei/y0tp/MXFbN6cW76+Tbv2fx7Xm1ppWYo3tcLvfes4ytatXbOKn5d8x9hBvXCY+N9ZJBLhzDPPrHS9IiL1pdbk2RiTBlwBdLfWnm+M2RXoa62dXcuutR3XCfwbOARYAywwxrxhrdX3bdvI63aS4jIEwzHSas+5pI7mLN/I9E9+LR/JJMcXZPonv9IztxjvFtv9tHQJQ/cdQf9BQwAYMHgv9hw8lK/mflqePH/+yYfccs1lTJ/5Irv168+aZX9+ebNbvwE8+dLb5c/PPPZQjj7x1MRf4FY6du5Cl249mD332yrXz1++tsLztu078McvP5c/LynxVyh16NC5C7fePZ0hew+vdKy1q+Nf/xtjKq2rU6ydujBpypUccdzJFZb7i30s/frT+LGJH3voviMqxb6ldh06sm7N6grL1mWvYeTogwBITUunpMRfvq6qlvCy6zjiuJMrxdS2fQfWZ6+lT99+5ccuU9X2qWnpBLY436aNlc9Xna2T7++/+Zp12Wuq7MjYrkNHsre47nXZa3C5XLRp154N66q/X7VdU/aaVdxyzWU8+tzrDBq6D06nk5PG7U8V1Tc7rE37TgwYNpxZr79Nn/YZ9X8CEZEq1KVb+JPESzVGlD5fS3wEjh1KnoF9gF+ttb8DGGOeB44Bqk2eY7EYPp+vwrJAIFBpWXMTC4aIhQL4glFSSKm34wYCgQp1h83NU58tJxwIltc22ViUYCDK4pU5DG4TY3PeJpxOF3367s7j/76XRQvns1u//iz/8Qe+mf8lx558Ov5iHwu/+oLrLruAO6Y/xi679cVf7Ktwb39Z/iPde/bGxiwv/++/bFy/jkOOOLrGex8oKcHaWKVtotEooWDNv7eyfTfnbaqwvPeuffGmpfHw/Xdw8pnn4HZ7WPHbLwSDAfbYc3Cl44wacwgzH36ALz/7mP57Duah++7AxmIEAiX4i30ce/Lp3H/7zdz4f/fTqUtXNuflsuS7hRxw0DhK/PHk0F/sK0/qgsEg0Wi0UuwlJcX4i30Vru3ok05lxgN306PXLvTetS++okLmf/EZIw4YUz4MYNl+VdnyXMP2Hcntf7uaV59/moMOO4pP3n+b337+ib1HjMJf7GOX3XbnrVdeYOg++/HLTz/y/uzXGD5qNP5iX5XXsbWx447g0Qfuok/f3QmU+Hn28Yeq/N2V6dVnV557cgZnnHcRkXCYpx6dXmH7WMyW32OAcChEJBKu8ni9d+1Lm7btuPvW65k05UocTgc/LV3CoL325qDxR/LUo9MZNnwEWa3acN8/b+Sgw44iFAxUeV3RaJRwOH6emq5pc+4mDIbU1DT8xT7eee0lfl2+rPx3t/XvuaSkuPxcZaz98+8oEokQDofK12/5tz9g7xE8eMctvPLcf5n0l/gwhosXLyY9PZ3dd9+9yvvbUOm9LDF0XxOnOd9bU1VnnAobGLPQWjvMGPOdtXZI6bLvrbWDdujExpwIjLfWnlf6/ExgX2vt5Or26dixoz399NMrLNPQUHGRmCVmLc7tbMmrSiwaweFsvve2IBCu8Py7BfP5/psFFZbtu+9whu+3H98vWsR3332L3+8nNTWVQYMGs9fQoQC8/NIs1q5dW+HvtFOnThx3/AkAzJ37GUt/+IFYLEbnzl0YPWYMWVlZNca2ZvVq3nvvXc49b1KF5S/NmsXu/XZnwIA9a9z35ZcrlwecdfZEXC4Xcz/7jDVrVhONRmnVqhX7jRhB9+5Vd3D88celzJs3j0g4zJC99uKHJT9w8CEH0717D6y1fPfdtyxZsoRin4+0tDR23W03Ro7cn8KCAp588gmmXHoZjtI66R+XLuWHpT9w8smnlB//X/ffx1lnTyQrK6vStS1b9iPfLFxIUVERHo+H7t17MHbsWLKz1/LKK6+U71dl3Fuda+3atXz26Rzy8/PJysrigANH06VLvCyhoCCfd95+h7y8XLp06UrLrJYEAgHGjz+syuvYWjgc5uOPP+L3334nIyOdPfboz6JF31X63ZWJRCK8/957rFy5gswWLdhjj/589+035ds/8fjj5fcY4Kt588gvyGf8+MOqPF5hYSGfzplDdna8Nbnv7rszevQYrLV8PX8+P/ywhGg0SvcePRg9egxer7fK63pp1iz69t2NPQcOqvWavvziCxYv/h5jDP367cHGjRvYvV8/BgzYs9K9z8/P578zn+Syy6eWx/z4Y48y/rDD6dKlC++/9x4ZmRmMGDESqPi3H7OQvzmPz+d+xvr167HW0q5dOw488EDat29PY6L3ssTQfU2c5nBv77333m+stcO2Xl6X5PlL4CDgC2vtXsaYXYDnrLX77EhA25M877XXXvazzz6rsOzzzz9n//3335FQGj1rLcvWFfJHbjHds9Kp5j18m2X/vIjOuw2un4M1QpP/9x25xcFKy9ukpzD9tCE7dOzmfm8TpcRfzMtP/psTJl5CahUdNsu8+fLzvPvGK/z7vxrWbFs0tL/b1Xl+OrT00rdjJmmexv0mrveyxNB9TZzmcG8zMzOrTJ7r8mpzE/Au0M0Y8ywwEji7HmJaC2zZy6Rr6bJqORwOMjIq1rV5vd5Ky5qjNgFDXsiBI8VTb28iXq+XtPTme2//ckDfCjXPEJ+U5i8H9Nnh+9Lc720iOZ1OUtPSa7y/q1f8QfeevfU72EYN6e82Zi0uP2S1SKdtVssKHVMbI72XJYbua+I053tbl9E2PjDGfAsMBwxwmbV2Uy271cUCYFdjTC/iSfMEoH7m3m2GUt1OUlwOdRqsR6P7xr/23Xq0jbLlifbog/fw2PR7Ky2vy6gMO7JvU3fZuaexasXv3P3QzGSHIjsgFInhcRm8bmejT5xFpHGpaxOlF9hcuv0exhistZ/Vsk+NrLURY8xk4D3iQ9U9Ya1duiPHbM7iybMTXzBS+8ZSZ6P7tt9pyfLWJk25kklTrtzp+zZ1/3q86glFpHEJhKOkuJ14NS23iOxkdRmq7g7gFGApUPb9tQV2KHkGsNa+Dbxd64ZSq1SPkxS3g1yfJkoRkaYvEI6RluIkPaVx1zqLSONTl1edY4mP61y555Q0GCkuBykuJ1Es0ZjFqa8xRaQJC4SjtM5wk+ZRy7OI7Fx1GZfhd8Cd6EBkxxhjSPU48bocBMLRZIcjIpIw4WiMGBavyjZEJAnq0vLsBxYZYz4CylufrbWXJiwq2S5pHidel5NgJEZ6/c2VIiLSoATCUVLdTtIb+fB0ItI41eWV543ShzRwZZ0Gi4Lh2jcWEWmkAuEYXrdTJRsikhR1Garuv8YYD7Bb6aLl1lplZw1QWafBHHUaFJEmLBCO0tbrIU2dBUUkCeoy2sZo4L/ACuLjPHczxpy1o0PVSf1LccXr/4yxhKMx3M56mmpQRKSBiFlLKBoj1e0kTfXOIpIEdfnYfg9wqLV2OYAxZjfgOWBoIgOT7ZOe4iTV7cIfitIyVcmziDQtgXAUj8tBqkeTo4hIctQlu3KXJc4A1tqf0egbDVZ6iguvWyNuiEjTFAjHSHU7SFNnQRFJkrq8+iw0xjwGPFP6/HRgYeJCkh2R7nHhdTvJ96ssXUSankA4SotUje8sIslTl5bni4AfgUtLHz+WLpMGyOuOf50ZtZZIVB0HRaRpCYSjeNXyLCJJVJfRNoLGmOnAR8Sn515urQ0lPDLZLsYY0jwuUt1OAuEYGeo0KCJNRCAcxemMTwjlcem1TUSSo9ZXH2PMEcBvwL+A6cCvxpjDEh2YbL90T3zUDX84kuxQRETqTUkoSprHSYaGqBORJKrraBtjrLW/AhhjdgHeAt5JZGCy/dJTXKR6HBQVKnkWkaajpLTeWcmziCRTXb73KipLnEv9DhQlKB6pB6nu+DTd4WiMaMwmOxwRkR1mrSUQiZLqcZKu5FlEkqiuo228DbwIWOAkYIEx5ngAa+0rCYxPtoPDYUhLiY+6EQhH9UYjIo1eSTiK2+kg3ePUBFAiklR1eQXyAhuAA4HRQA6QChwFHJmwyGSHpHtcpGq8Z5FG4fUXn+Ws48cnOwzWrV3Nvn27EI02vNeNklCUNLdanUUk+WpNnq21E2t4nLMzgpRtl57iJNXjxB9qeG+CAm++/hoTDh/N0F3ac8PUiiM/vvfmqxwzZh+G796VY8fuy8fvzi5f987rL3PUgcMYsUd3Dhzch+unXoivqLB8/XMzZ1R73OosmDeXg/feo9Lyc046gpefe6rWfQd2y+If111ZYflZx4/n9RefrfXca1evZGC3LCKR+q3PP3bscPbu05Hhu3dlZP/unHnsobz49BPEYk1v+MYF8+YyqHsr9u3bheG7d+WoA4fx2gvP1L5jFTp16cb85WtxOhveGMr+cJTUFCcZXiXPIpJcdRlto5cx5l5jzCvGmDfKHjsjONl+6aXD1YViqntuiFq3acP5l17FsSefUWH5hnXZTLvsfK668Z/MW7aaK66/lWunTCJ3Uw4AQ/bel6defY8vf1zFO18sIhqJMv2uf5Tv365DxyqPm0ipaenMfuUF1q5emZDjb29i/eCTz/PVT2t4d94Szrn4cp546H5uumpyPUfXMLTr0In5y9cyb9lqpk67mVuuuYzffv5pm45R3x9g6lM0ZglFYvGWZ43vLCJJVpeyjdeAFcCDxEfeKHtIA+ZwGDK8btLcTvyhhvum2FyN3H8UY8cfSVar1hWWb1ifTWaLlowacwjGGA44aBypaWmsWfkHAB07d6VV6zbl2zucDlat+KP8+cGHHV3lcRMps0VLjjnpVB6+744q18diMWb86y7GDR/AgYP7cN3lF1BUWADAxBOPAGBk/x7s27cL33/zNa+/+Cx/OW4cd948jVF79uKhe/+PUDDI3X+/gUP3HcDoIbv+P3v3Hd9Wdf5x/HOkqy15xnEmhJFAEmYIMwTC3puyN2WPMkrL6o+9StmUMlqgQJktZW9KIGWVsAkQdiCJY8fx1Na99/z+OPKKncRJ7Mjjeb9eiq2rK+lIka++OjrnOVxxwdmkU6lut2+7nXfn+j/fxzP/fIRvv/4SgLdef5mDdp3KluNHs9NmE7njxmtar9PSI/7UYw+x02YTmbLe6jz+4L188clHHLDTVkyZuBpXX3xeh/v596MPss92mzFlvdU5+fD9mT/35yW2qaG+jjOOPYQtx4/msD2355c5P3a4/MfvvuHEw/Zl6/XGsNe2k3n52X9367Eqpdh+1z0pKi7h+29nd+sxPvnoA+y8+Xr8+uC9On0T8PTj/2C3KRuyxbqj2HWrDXjj9de71Y6eZhZG8RIOWHg9qiBtEEKIFt0Jz2mt9a1a6ze01m+2nHq9ZWKlRQMWYRm60a9M3GBj1lx7HG+88gKO4/Cfl57D5w8wdvzE1n0++t+7bDVhNbZYdxSvvfAsRxxf+AU/Tzjjt7z24rP8+P23nS57+vF/8PQTD/O3x57jxbc/IZVIcM0fTPC875/PA/D2rDm8P3seG26yGQCffzyTUauP4Y2Pv+WEM87l5msuZc4P3/HESzN4fsZHVC+Yz123/HG52rj+xptQOXwkH/3vXQBC4TBX3nQnb8+aw5///hiPP3hvhyEyAJ9/8iHPvfUh1//5Pv542QXcc9ufuPuRp3nytfd4+bl/M/Pd/wLwxsvP89fbb+Smux/kzU++Z9JmW/L703+9xLZcfdFvCQSDvP7h11z2p9t56rG2IS7JZIITD9uP3fc5kOmffMcf//w3rrro3G71JLuuy+svPktzUyNj153Qrcc48723eeqN97nzoY5zv5PJBNdecj53PPBP3vt6Lg/++xXWXGutZbahNySzDiG/R0rUCSH6hO6E51uUUpcopbZUSk1qOfV6y8RKiwUtGffch0yfXcNx93/AXrf/l59qk0yfXdNpH6/Xy14HHsL5Z5zA5LWGcv4ZJ/B/195EOBxp3WfSZlvyzpc/8+r/vuSYk89gxOjVVrptC6urmDJxtQ6njz94r9vXHzK0kl8dcSx3/OnqTpc9/9QTHHnCaYxafQzhSJQzz7+El555cqnDBCoqh3PYsSdhWRaBYJB/Pvx3fnfJNRSXlhKJxjjh9HN58Zl/LffjrKgcRmNDPQCbbjmVceMn4vF4GDd+PXbb5wBmvvd2h/1PPPM8AsEgW227PaFQmN32OZDyIRVUDh/BpM225KtZnwHw+EP3cfzpZ7Pm2HWwLItfn3Eus2d93mXvs+M4vPbiM5x27oWEwxHGrjuBvQ48tPXyt157mRGjVmPfg4/AsizGr7chO+6+N688/9QSH1fL/982G6zJnTdfx1U338Uaa43t1mM89ewLCIcjBEOhTrfr8Si+m/0l6VSKisphrD5mTHef6h6VyjlE/JaEZyFEn9CdI9H6wJHA9pjlucGUrNu+txolekbQ5yXst/AoyNgOAavvTQIaLKbPruH2N74jY5s/Idt1uf2N7xizKEGw3X7vzZjOTVddwr2PP8f49Tfky88+4czjD+WOB55g3YkbdLjNyuEjmDJtR3532nE8/uJbK9W+isrhvPbBlx22HferPZbrNo479Sz22HojZn/5eYftC6sXMGLU6NbzI0aOxrZtFi3s/OGhxbARI1t/r1tUSzqV5JA9tm3dpjWtFSFOOfLA1t7k3192DUtTs6CK4pJSAD77eCa3XHMp383+ilwuRzabYec99umwf3nF0NbfA8EQ5RUVreeDwRCpRAIwVSquu+QCbrji4nZt1NQsqOL5fz/BX2+/EYA99z+IU84+H9u2qWz3GEeMGs1H/zO/z5/3C59/MpMpE9s+FNm2w577H0zVvF/Yd/stWre/P3se0PX/X3cfY/t2tBcOR/jjn+/j73ffxqXnncFGk7fgiMMOYdT4yV3u31tyjovtuvnjmRzDhBCF153w/CtgTa11trcbI3peNGARCpjeZwnPhfPAu3Nag3OLjO3y+bxGNm3LY3w963M22XwrJm64MQDrbTSJ9TfahPdmvNkpPAM4ts3cOT/1ZtO7raS0jMOPP4Xbr7+qw/aKymHMn/tL6/mq+XOxLIvyiqHULJjf5W0p1TautbSsnGAwxJOvvUfl8BGd9v3Lg/9s/T2ZiPPInV1Pyfjik4+oWTCfjTc14fP803/NocecwB0P/JNAMMh1l55PQ11d9x9wO8OGj+SEM85lj/0O6nTZRpM354Qz2qqROI6DZVlUz5/HGmuPA6Bq3lzzicB1GDZsGJM335J7HnwMpV1oOaFRGmZ+OgvTf6EhXYcn04TSLt5ULUq3TA42Py847VgOO/xw7r7zzwQCAa65+mrq6+uxEguwkmYSqi9ZjeXzAWClas3PZDWWZbHtZuux7WZ3k8pkufWmm7j1phuYMm17QIHygPKgW39XgELnt5t9Vn58cjJrep1jQavD60IIIQqlO+H5C6AEWHI3keizYkGLsM+iKZWjNFzo1gxeC+OZDucdx0HbLolMFtf1kEmn8VoW6224MffecRNfz/qMdSduwFdffMpH/3uXg48y42ef//fjTNpsS4aPHM38uT9z2x+vYPMp27Term3bOLaN6zq4rtN6u5a1ar7uPuqE09h9ykZo3VbhZbd9DuS+O25m6+12pKx8CLdedzm77LU/lmVRWj4Ej8fD3J9/Ysyaa3d5mx6Ph/0PO4rrL7+QC664nvIhFVRXzee72V8xZdoOy2xTvLmJD99/h+suOZ899j+Icfnx44lEnKKSUgLBIJ9//CEvPPVPttqmG1+oaRe0Y06ujcolOeiQQ7j9pj8xYe0xrD12beKNDbz937fYdddd8wHYAe3mw63LTjtM467rLuTqSy9m/rx5PPv4A4wcMYxg7efsvNFIbr36a1564Gb23Hlb0C5fzf6OcCjI2mushtLQEo5B42+ag3JzBBeZnmdF2+XJeBNDrCTFiR/49INveOGZp9h6s40I1n1FoNEc0oP1s7HyH6wDjdVmW93X1Dc188kXs5my6UYUBQIUqQQeRev9tIVngPbhuWOYbgnaun2gXix063ZhvH0A1x6LTHOOWChAzBsEJwfKCx5ZJEUIUTjdeUctAb5WSn0AtCYArfXevdUo0XOiATPuuaY5jas1Hum5KYiKaKBDgH75qcf5+d+PAfAc8NyTj3Py2b/n1HMu4JRzzufck45mUe1CSsvL+fXp57DVtibUff/NbG66+lKaGhsoKi5h6vY78ZvzL2m93btvvb5D1Yv2t7sqRGNFHHPKb7j56rY27XfwESysruLYA/cgm0mz1bY7cMHlZrJfKBTmhDPO5ej9dsG2c9zxYNfjmM++4DLuvPmPHLHPjjTU1TF02HAOOvK4pYbnM449BK9l4fF4WHPsOhx1wmn86si20vQXXXUDN1xxEdf84Twmb74lu+6+B02NjXhTi9p6ZZvm4PMqlJtDuTn8jT8QrC0C7eLNNGAlqwku+oI9J69O7rC9OO+ME5hfVUM0GmHrTTdk381WNz3K+d5jhQnPV552IOddcydbb78ra602nIN22YJ3P/6KQNOP+JWHB68/lyv//DDX3HgHrtaMX3t1LjrjaDy5eLtHaIKocrOARrm5/Oa2+HzZuSdy9W33c+mNd7PZRhPZfYcpNDUnWvqtzX5at37YafnMo7XGdRz+9sjTnHv5LSgFE8aO4YxTT8KTi5sPBOj8FXTrh4KO51vuoSUQq7ZArTzmPO0C92I92CgvDgp/c46ykgixhhjELVCWCc8eKx+k253vsM2bP7XfLqFbCLHyVPseoi53UGrbrrYXouLG5MmT9cyZMztsmz59OtOmTVvVTelXvqtp5tuaOGVhP+HlqJE696uZq3x840C1+Jjnc9e3uf0rP6dvtzbT1hm6jGuL7krG4zxy1w0cdsLpRIIB0DbKzZ9aeopdG6VtlOuAtsF1UK5jLtf533HANSdFfpvrAA5tYc/TFgIX6zFtC4veTj2rHXpclYfWXlvV94PdD1WNrDm8uPtXaA3VAG5bqM5/oFDQOiSlNXS3DlFxSWeyJDM5RhT5GR6z2nr9USYY42kLz6pdoFYec3lLYPZ420K3aheoFw/dXl/+5AePb5WGbXkv6x3yvPaewfDcKqU+1Fp3CkLLTFJa6zeVUpXApvlN/9NayxCOfiQaaKn37CxXeBY9pyUgP/DuHBbGM1gejwTn5aF1a++vcnIoN5MPxTkTcPNh2E00o1yb4KKvCAZ9+TCcD87abReGbZTrAk4+8HrRyvRU6pbfvT60FeywvSUMi25SCvDmx5J4WbyrZlnLNzU7WXxBD4HyMET87a5o/i/N0Jl8oG49n2sdJtPyAajbobulp9rrM+HZa+WDdP6n11/QgC2E6BuWmaSUUgcB1wPTMYfA25RS52mt/7nUK4o+Ixq0iAQsFjSmGRINFLo5g9a0dYa2huW5X81k1CoMzvfcdkNrxYf2Jm22ZYcJdz193W7TGuVm88E4h3Iyi4XlLLg5PK6NcmyUzrX2IqNNr7FyXex0CnCxkgvwqkg+8HryYdiPtrwmLEsY7hdStkssZI5fHSgPeD2Ab/lucFmh206bn65tTsrTFqJVS6i2JGALMch1pxvyImDTlt5mpVQF8Bog4bmfiPi9hPxeXG2WuPVbciAfbE4449wOFR9W1XVbaRflZNsF4uxiYTnb2pNseopzkA/JLWFZKy/aY6E9PnQ+qLhWKB+GLbTykvVnQH1Jrmg0uS7qFov+I2u7ZoKi30ugp45Zyxu6W0K0k2v7aWe6GbDz29oH7NbA7W8L11bA/C6E6De6E549iw3TWET3FlcRfYRSiqKgj0jQIpGx8Vv+ZV9JiOXRGo479h578j3HtITm1oDc0nPcEpZttLLy4Th/sgLgibae79aYYOlFHjBSWYeQz0u0kEPNWnqZreCS92kfrrsTsD3teq89PrDyvdV2BurnmPuyAm0/5TUtRJ/TnaPSS0qpl4FH8ucPBl7svSaJ3lAU8hHxW9QlspRGJDz3BxuMLuG5tz5itTXW7NHb/eDdGVxw5kldLqqxTNo1odhOd/hpTlkz9tjJobSdD8w2HscG8uHY62sLyb4QWsWgpSdZQoJoJ5VzKI34CAf6eH36liC8NEsM2Fmws+a1b/uh+su2MN1ysgLtwnSw7bz0VgtRMN2ZMHieUmp/YOv8pru11v/u3WaJnhYLWEQDXhY0udiOi+Xtn18ePHL/3Tz9+MN8O/tLdtv7AK686S+tl7387L+548ZrqK6az7ARIznzd39g+133BODFp//FHTdew6KFNfj8frbebkcuuPyPRGNFHW5/zo/fc8BOW7HT7vtwza13L7UtTz/+D5589EH+/uRLHbbvuuX6XPrH29hi6rSlXn9h9QJuv/5KZrzxKslEgqHDhrPLXvtx7Cm/6bAcd0FoF2Wn8TgZlJPGY7cE5DTKyfLFF7O49Z4H+fCzr9FoKstL2GXqJpxw2N4UFZfmw3G4bYiFknAsus92NI7WBC0vYd8AmOS8rIDt2lBVA/6gCdO5JDhZcOx8gPaBp32gbvm5WC91y+/ytyZEr1riX7NSam2gUmv9ttb6SeDJ/PatlVJraa2/X1WNFCvP41FEAz6ifotE1qE41D/Dc0XlME4887e8/eZ/yKRTrdurq+ZzwW9O5Ja/PczW03Zkxn9e4bcnH8OL735G+ZAKNt50cx7498uUlpWTTMS5/Pyzuf36Kzk/X2+4xdUX/ZaJG0zq9cfR3NTEr4/biQ032ZwHn3qFkaNXZ8H8udx/123MnfMj48av1+ttAEz1CSezWEhOt/Yke1oqWzjZ1p7lmV/+yJG/vY5Tj/4V11x8DuVDhzKvup4nnn6Bz+cl2Xz4Oqum7WLASuccQpaXSMAaHDmwZVhSsKTjdq3zITp/spOQaWjrrfYGOg79kN5qIVaJpSWom4GmLrY35i8T/UxxfuhGImMXuikrbMfd9mb7XfekpLSsw/bqBfOJFRUzdbudUEqxzQ67EAqHmTvnRwCGjRhFaVl56/4er4eff/qxw228+PS/iBUXs/nW29DbnvzXPwlHYlxz692MHL16axvPv+y6LoPzW6+/zEG7TmXL8aPZabOJ3HHjNa2XffDuDHbcdEKH/Xfdcn3emzEdgHQqxcVnn8yUiauz77TJfPnBmyhtE6j7muCiL2j8+k3OOeFwtt5ic3bcaSce/uvtBBq/x5esRtlxtFI4/hi56HAyxWty1T3/Zv+99+DEk06kbPhotDfAiBHD+M0px7H5ZLOs+K133stvL7qitT1z51cxbuNtsG3z2mtujnPhpdcyZad92Xrn/bnpz/fgOM4yr9vQ2MTUXQ7gP2++DUAimWTHvQ/l38927P0X/VsyaxMOeIkuXmVjsFHKhN5ADMLlEBsOJavDkLFQOsZs8wdNz3W6AZrmQu03sHA2LPwKqmfBgs+h6jOo+hQWfAGLvoemKkg1mBAuhFhuSzsyVWqtP198o9b6c6XUmN5rkugtsaBFOOClujmN42q8noHTpTNxg41Zc+1xvPHKC2yzwy68+eqL+PwBxuaXYgb46H/vcvoxBxNvbiIYCnPzPQ+1XhZvbuKOG67mnsee4clHHuj19n7y8UfssNveeLpZwioUDnPlTXey9jrj+W72l5x42H6sO2H91mEp7SknA9rFk16Ev/FHbrvhRuZ9N4v/PPk30ok4x5/1B5RrE6j/Bu1kOfmsK9lx6mbcfPnZVNU2cdQZF7HaOhsydcrmnW47mUrxyWezOPu0X6/U4//9JddQXlbCq888QiqV5sQzf8/wyqEccuA+S71eSXER11z6e373h6t5dv0J3Hj7PYwftzb77bXrSrVH9B22o8m6mpDPK3Xpl8Zjgd8Cwh23L6232uNdbJhHyPz0hfOnkPkpk8qFWKqlHZlKlnKZ1IDqhyyvh1jQIuTzkszaxIJ9/yu86bNrWhcWqYgGOGrL1btcWMTr9bLXgYdw/hknkM2k8fn8/OnO+zuMHZ602Za88+XPVFfN51+P/J0Ro1drvez2P13FfoccybDhI5erfZ999AFTJq7WYVu8uXmZ12tuaqZi6LBu38+mW05t/X3c+PXYbZ8DmPne22y/866oXBKlHfyNP+Kxkyjb1Ej2N/9MoD7KSy+9xJVnHckQfwYdDHPUQXtx272PkYuO5JNZ37CoKcmpp58OwKhYJQfttzfPv/KfLsNzU1MzrusypLyt5/+PN/+Fx/71LLZtc9Jxh3PqCUcv9bHULqrjzf++x4dvvUAwGCAcCnHs4Qfx2JPPLjM8A2y95WbsuuM0jj7pLBoam3n28fu6+zSKfiCVcwj7zJCNfjo1o7BaequtLmr6O1kzUTGXgmQ92FUSqIVYAUsLzzOVUidore9pv1Ep9Wvgw95tlugtRaGWknVOnw/Piy9pvTCe4fY3vuty3/dmTOemqy7h3sefY/z6G/LlZ59w5vGHcscDT7DuxA067Fs5fARTpu3I7047jsdffIuvZ33G+/99k8dffGu527jBpE27nDC4LLGiGAtrFnT7fj77eCa3XHMp383+klw2SzabZdedtidY+wX+pp9ae5I9dgat8ssf48Hxx6he1MCQNTcgFxsNwPDV1jQLh3h9zFtQTc3CRWwydffW+3Jdh002Ns/ZRlvt0rr9hX89QElJER6Ph4W1i1hrDTPc5HdnncLvzjqF3150BXZ+6MXSzKtagG3bTNlpv7b71C7DK7u/aMzBB+zFQ489ycnHH0lpyXIsFy36vGTWpjjkkyEbvaFlTHQg1ratJVDbaQnUQnTT0o5OZwH/VkodTltYngz4gf2WdCXRtxUFfUT9XhY1Z9Bao/rwbJwH3p3TGpxbZGyXB96dw8aL7fv1rM/ZZPOtmLihuWS9jSax/kab8N6MNzuFZwDHtpk75ycAPnj3v8z75Wd23sKMNU4mEriOw/fffr1Cgbo7Ntp4Ev956TlOOfv8roduaLNwsSfbgK95LhecejRHHLQf911/PiGvyxU33klDfQOBph+JenOk0hkzLjk8BEd7qGtoxvHHcP1Rhg4pp6p6IWPXNiXv5i+obr2b4ZVDGTViGK8+80jnNgCfvPNyp20brjeeV15/iy02XfLEynAoRCqdbj1fW1vX4T79fh/vv/EMltX5ELS06wI4jsMfrvgT++65Cw8//m8O2Hs3Vl9t1BLbIvoP29HY+SEbERmysWpIoBZiuS3xSzGtdbXWeivgMuCn/OkyrfWWWuvud5mJPsVveYgGLfw+D8nssnsJC2lhPNNpm3YdahqacV0H13XIpNPYts16G27MR/97l69nfQbAV198ykf/e5dx+THPz//7carm/QLA/Lk/c9sfr2DzKWZi4IGHH8ML//2YJ16awRMvzeBXRxzL1B125s6Hnuy1x7b/AQeSiDdz8dknM3/uzygny8I5X3PDxb/hx/dfIrhoFgCB+u8J1M8mGW9miC9FxG3ksy9m8cxrb+P6QmSK12T0upPI5HK8/v7n5BzFHX99gGwu13pfu+28HXfd+xCNTc0sqK7hoUf/1XrZBuuNJxIJc/d9/yCdzuA4Dt989wOfzfpqiW0/76xT+NfTL3DXvQ+xqK4egAXVNcydV9W6z/h11uaDjz5jflU1zc1x7rq3bXz50IohbL3Fplx745+JxxO4rsvPv8zjfzM/WeZ1Ae7820MoBddcej7HH30ov/vDVa2TDUX/lso6hP1eokFLVrQupJYwHamAktFmgmLxKAgUmSXOk/VQ90N+cuJXUDMLqj+HBZ+ZCYp1P0C8BrLJQj8SIXpFd+o8vwG8sQraIlaRopCPWMCiOWMT6cNfjVZEA50CdOM7j9L49iP8LX/+uScf5+Szf8+p51zAKeecz7knHc2i2oWUlpfz69PPYatttwfg+29mc9PVl9LU2EBRcQlTt9+J35x/CQChUJhQqG3STTgSIRAIUlY+pHcemGtTFIvy8MP/4NYbb+CIPaeRSqWorChnrx23ZmxxmkCDGZ6inBTa6+OS88/k2pvv4f9ue5hNN9mI3XbenubmOChFLBbl0gvO4eLLr8NxXE445lCGDa1ovbvTTzyW/7vqBrbf42CGVpRzwD678/eH/wmYseJ33XId1974Z7bf82Cy2SxrjFmNs05d8oTAyRtvwAN338xtd93H3fc9DMCwygp2mLY1Rx5yAABTttiU3Xfejr0OOpbS0mJOOOYwXs9XyAD44xUX8adb72K3A44ikUwyeuQITjjmsGVe94svZ3PfQ4/xr4fuxuv1cuIxh/HmjHe5+75/cMqvj+rB/yRRCMmsTXHE16ePS4PWcvVQBzv2SAei4I+Znz6ZMiX6P6XzXw/3B5MnT9YzZ87ssG369OlMmzatMA3qpzK2w1fzm5hTl2RMeQTPEoZuzP1qJqPGT17FrWuz+JhngIDl4fTt1u5y0mCf5Tp4cnG8uQSeXByVS/LDgkbGlWEWIrEzaOWivUFcK4j2BnC9QfMmJJZLMpXi/see55iD9yAckjfpnvZDVSNrDu+dMea2o6lpTjOqNMQa5dFB1/M8fdYCpk3s/iTiPsvJmgmJuaT5qXXHYR3+MPgjqyxMS0boPYPhuVVKfai17hSE5OP9IBSwvMRCPoKWl0Sm71bdaAnI3am20adojScflL35sOyxk3jsFJ5cEuVmUW4RaFM/2Q4NQcviBWKQS+aHbEQCMmSjX2vpoQ7mP2Q5uXyQTkKqrl2YzgfqVRymhegJEp4HqZKQj1jQojndd8MzmABdyLB8xQVn89yTj3favuf+B/GHa24yZ7RGOWm82WYTmrNxlJPi/666gadfng4aULT8w96778wxx5+AHZIqEUK0SGZtSiM+okF5WxpQvD7wFrcL09l2YXpRxzDtbwnUUXOSMC36KDlKDVItpaBqmjMDbsGUnvSHa25qC8ntKDuNJ7WoXe9yqq132U6hPRZX/e4krrjwLFwrCKrjEIwfqhpX1UMQos/L2S5a56ts+ORtaUBr7ZkuMedbwnQ2CcnafJ3qUOcwHYiZn75gQZsvBEh4HrQsr4eifICOZ0xdVbEUbg5vNoEnl+9dzpmgrOwE3lwarcD1hXH8UXLhoTJeWYjlkMg6hP0W0YBFH66eKXpDt8J0uyEerWG6yPRmeyXGiFVPXnWDWEnYfEVan8hKeF5ch0l+zYv1LCdBO7hWGNcK4QTLZcyyECtKmyEbQ2MBiuQ4JLobpgMR8EUgmA/RweKuV1UUohdIeB7EioI+ogEv1U0uOcfFN8jXwlW5JN5sU34YRqJ1CEbLJD/XCuFaIXLhSrQlXx0K0RNSOQfLqwgHLEI++cZGLGbxMN2yvHi6EZoXtOuJzo+TbgnS/khBmy0GNgnPg5jHoygO+YkGM8TTNqWRQbYyVL4qhjfbhDfTiMol8NoJlJ3EY6dxvYF8WB6C9gaR75OF6HmJrE3Eb1HUhycuiz7ECphTqARcx/RKZ+KQWAjeQFuI9kdMiNaOmZQox2/RgyQ8D3LFYbNgSk1TZnCEZ63x5JrxZprwZptMYM7F8eTioDWuL4ITKCEX6TzJTwjRsxxHk865DIkEpMqGWH4er5lIGIiZgJxLQTYOTXMBZUJ0LmdWPgy0G94hc1LESpKj1SAXC1hEAz5qyJDOOQQH4tem2sWTbcabbWwrJ5eL48nGQYHji8pQDCEKIJlzCPvMcty+Faz4c/9jz/DXR57iv0/d28OtWz4/z6tiwrQDafz6LbzeAXgc7euUyteMDgNDzaqHmTi4ObOMuK/d0I5ArN046UHQaSR63OAe5CpQSlESNjWfm9K5Qjen57gO3nQD/qafCNbOIlj3FYH6bwnUf4+VrEErD7nocLJFY3BCQyQ49yMPPvov9j/sBCZutgO//7+rO1z28utv8vcHHmSrHfdlt/2P5NU3ZrRe9txLr7PLvoczaepubLH93vzuD1cRjye6dbtL8v7Mj5m6ywGdth/x6zN5/MnnlnndcRtvw6VX39hh+yHHnsaTz7y4zPueO7+KcRtvg23b3Wprd223+0Gsv8WObDxlFzaZujsHH30KjzzxNK7rLvvKyymRtokEvQXrdZ7+zkw8ozYhOnYKsXFbs87U/bjvsadX6LZWGzmc+LdvS3DuK6wgRIaYoRwlq4MvAKl6WPQt1H4NNV+aHumFs83Y6Vyq0C0W/YiEZ0FZxE9RyEciY+P2o+XaO3FtvOk6/I0/EVw0i0D9V/jrvyXQ+APe9CK0xyIbG0m2aDWcYBnaKzOz+6OhFUM45YSjOHCf3TtsX1CzkIsu+yPbbDOVt1/9N787+1TOvfByFtXVA7DJRuvxyH1/5qMZL/L6c4/iOA43/fmvy7zd3hQOhXj6+ZeZO7+qV25/RYP1nTdfy8dvv8z0Fx7nxGMP5577/8GFl13Xo23L2i4oCPssov7CfQk6orKC+Ldv0zR7BtdddCYnnHclX37zw3LdRk9/gBE9zOuDUCmUjIayNcxqhtk41P1gwnP1l7Dgc6ieBY1zTY+1EEsh4VkQ9HkpCvkIWF6a0/3rTUA5WbypWvyNP5jAXPc1/vpvTGDONKCtAJmiUeRio3GCpVJSbgDYZYdt2Wm7qZSUFHXYXl29kFg0whpjxqCUYrupWxIKBvn5l3kADB9WSVlpSev+Ho+XOb/MXebt9qZYLMp+e+3G7Xfd3+Xlrutyxz1/Z9puv2KL7ffmvIuvornZvLEffvwZAEzeZg822moXPv70C5585kUOOeZUrv7TbWw2bU9uu+s+stks1974Z7bd7UC23GEf/u/KP5FOZ7rdvh2mbc1N113Kv599iZ9+mgPAGzPeZZ9DjmfjrXdlm10P4NY724ZMtPSI/+vpF9hm1wOYvM3uPPLE03w26yv2OugYNpm6O5ddexOJtE044CUWsrjvsacYv+3+lE7Yll0OO5U5c+cvsU2L6hrY+5izKFpnKpvtcSTfz5nb4fKvv/uRnQ45hbKJ01hn6n48/swr3XqsSin23XU7SotjfPnNDzz/2gw23vlQitaZyujJu3HpDXe27vvTL/NRIyfxt0eeYrVNd2f7g05q3dYSpO9/7BnW3HIvYuO2Zo0t9uQfT77QrXaIXuaxTHm7ohFQvhaES8HJQMPPsPAbqPkKqr8wQbqpylT3EGIxMuZZAFAW9lMc9lHXD2o+KyeTn/DXiMq21GKO47FTuFYAxxfFDlfIpJBBZr0J67DmmNX4/ocfcByHV9+Ygd/vZ51xa7XuM/PjzzjxzN8TjycIBYP8+cYrC9hi45RfH8nO+x7OiccezppjVutw2ZPPvMiTz77EA/fcQnlZCb/7w1Vcdt3N/OnKi/nH325j+z0OZuZbz2NZ5lD+45xf+PSLr9h9lx1457WnsG2HP916Fz//Mo+nH70Xy7I498LLuf3u+/ntmSd1u40brjeBYZUVfDFrFttvuQHhUJA/XnEhY9dag2+++5FjTzmH8euMZaftprZe59PPv+TVpx/mg48+5eSzLmTqVptx/503kbNt9j3keDbdYit22WYz3nzrba6+7V6evf9mxq6xGtfefj+Hnnoh7zxzf5dtOe2iawkGAlR9/Ao//jyPXQ4/jTVGjwQgkUyx0yGncvl5J/PiQ7fx+dffsdMhp7LeumszYdyaS32Mruvy9MvTaWiKs/66a1NVU8sDt1zOxHXW4ouvv2OnQ09lo4nrsO+u27Ve5813P+SrN/+FRymqa+tatyeSKc78v+v54PkHWWftMVRVL6Suoanbz7dYRZSnbSlwaDfhcB7gyY+LjkGgGMJlplyeLMoikPAs8opDpurGwuY0GdshYPWx4Ok6eDMNWJl6VLbJrPZnJ0xJOV/IrOwXGSoVMgaoD3+q5/nPq6hPZikN+9lj/eGd9vF6vey5245c/afbeeGFF/D5fNzyx8sJh0Kt+0zeeAM+mvEiC2oW8viTzzJyROfbWV41C2vZZGrHoR7JVIq9d9+5W9evGFLOoQfuwy1/+Ru3XHdZh8ueefFVjj3iIFYbNQKAc884iT1/dTTXXnr+Em9vaEU5Rx1qxmF7vV4e+9ezPPv4fZQUmx71k487gnMvvHy5wrO53SE0NzcDsPnkjVu3rztuLfbcdQc++PCTDuH51BOPJhAIsPWWmxEOBdlz1x0oLysFYKMN1+fH738gsuNW/O3hJ7ng9OMYP9aE2wvPPI6rb7uXOXPns3r+cbdwHId/vfAfPn/9MSLhEOutuzZHH7gnb73/MQDPvfoWY0YP59iD9wFg4/XW5YDdt+eJ517lknO6frzzqxdSMn4bPB4Pq40YxoO3XsE6a49hnbXHtO6zwYRxHLrPLrz57ocdwvOl555EJBzq4lZNKdAvZn/PaiOHMbyyguGVFd16nkUB+ULmFKkwi7JkGqGu1mwLFJlTqMQMAQkWS/m7QUzCswDMgb4k4icW99GUsqmI9YEQqrVZ5S9TjzfdYH7PNqHsdH4p7CJykWGm90AMWB/+VM/jM38h65gJa/XJLI/P/AXdkKb9W9fb783k5j//lQMP2J/zTj+GH376mVPOuoB7br+eCeuM7XCbw4ZWsM1Wm3P2+Zfy1CN/W6n2Da0YwoyX/9Vh2xG/PnO5buOEYw5jx70O5avZ33XYXrOwlhHDh7WeHzm8Ett2qM2P4+7K8Mqhrb/X1TeQSqfZ77ATWrdpNG7+uTz+tPP48OPPALj84nOXGviraxYSi8UA06v8p1vv4pvvfiBn22SzOXbdaVqH/YfkgzJAIBBgSHlZ63mv5cPJZSgO+Zgzt4rf/N/1nHt528RJjWZe1UL+8eSLXH2bGRJyxP67c+m5J2HbNqNHtD0nq48aDvnwPGdeFe9//AUl47dpvdy2HY48YI/Wahgt4t++DZgxz3M/fKnT433/o885/+rb+GL2d2RzNplsll/tsWOHfUaPqOzyuYqEQzz2l2v5050PcvxvL2PK5I244ZKzWXftNbrcX/RBLZU7oq4ZA51pgniNqdgRyPdIh0ohVJav8CEGEwnPolV5xE910McvdUnKo4Ur36OcDN50Pd5MQ77EXBPebLMZkuEvwpXAPKg8/3lVa3BukXVc5tTEGVvctu3rb75l0kbrU1lZicfjYYOJ49lgvQm8+/7MTuEZwHYcfl7K2NpVqbSkmKMPP5Bb7vhrh+1DK4Ywv2pB6/n5C2qwLC9Dykqprqnt+sba9YaVlhQTDAZ4/l9/Z9jQzj2ff/vz9d1q32ezvqK6ppaJEyYAcM6Fl3PEwfvz19v/SCAQ4Krrb6W+obFbt5W1zf+lz/IQDViMHlHJRWcez+H7d56oudWmG3Lhmce3nnccB8uy+GX+gtYg+vO8tudn9IhhbLvFJrz66F+6vO+WwNwdh51+EacfcxAvPnQbwWCAs/7vemrrGzrso5bS87jLtK3YZdpWpFJpLv7jHZxw3hXM+Hdhy+mJFaA8+SXAi8C1Id0EiWqIV7XVjg4UQbjchGkZ1jEoSAIRrVomDgZ9XuKreuKg65hKGQ3fE1j0JcH6bwg0fIcvWYX2eMkUjSYXHYnrj0lwHmTqk9kO513XwbFzpLI5HNclk8lg2zbrTxjPx59+Qc3ChQB8+fU3fPjxZ6wz1ox5fuaFV5hfVQ3AvPkLuOn2e9hys0mtt2vbNplMBsdxO9zuqnLcEQfz0Wez+OHHOa3b9txlR+5/6HF+mTefRDLJjbfdze47b49lWZSVluDxePhl3pIrdXg8Hg7ab0+u+dPtrVVHFtQsZMY7/+tWm+LxBG+89Q5nn38Ze+++M2usMQaARCJJcVGMQCDAp198ybMvvtbtx9mctrG8HgKWB48HTj7yQK65/T5mzf4egMamZp549tUur+v1etl/t+249Ia7SKZSfPnND/z9ibaSgHvuOJVvfpjDg/98jlwuRy6X44NPZvHVt8tXPQOgOZ6gLP/h438ff8HDT3XunV6S6oWLePrl6SSSKQIBP9FICI9Hjlv9nscyY59Lx5gJh9qFhjlQ+22+9N3nUPejCdhiQJOPSKKDsoifhSEfDYsFlt6ickmsdB3edL1Z+S/bjMdO4fgi5EJD0D75OmywKw37OwTo795+mW/fNkHme+CZ51/h9JOO4cyTj+Pk44/gL3/7B0899RRlpSWcdNwRbL3lZuZ6P8zh+lvuoqmpmaKiGNtuvQXnnnFi6+3e8dcHOlS9aH+7q0I0GuGEow/l+lvaqjocuO/u1Cys5fDjzyCTyTJ1q834w+/PAiAUCnLK8UdyyDGnYtvOEnuRz/vNydx+99/51VEnU9/QSOXQIRx24L5M3WqzJbbl5LPOx/J6UR4Pa68xhmOPOIhDD9yHOTWm0selF5zDtTf+mSuuu5lNN9mI3XberrUKyNI4jiaVc7A8qnVBpv122554Iskhp17AnLlVFMei7LTN5vxqr526vI3brzqfY8++hGEb7cy6a4/h2IP35o13ZgIQi0Z45eE7OOeyGznnshtxXc2GE8Zy4yXnLrNti7vj6gs49/IbOf3i69h2i0kctNdONDQ1d+u6ruty490PcdRv/g+lYKOJ6/CXay5c7jaIPswKQjSYHx8dh3RjflhHfgGWUAmEh5iwLZPXBxyl+1Fd38mTJ+uZM2d22DZ9+nSmTZtWmAYNQK6r+bKqkR8WJrBqvmb0hMm9cCf5yX/pRW3DMjLNuF4Lxx/D9UcH/MS/H6oaWXN48bJ3FJ3GPAP4vR4OmjyaTcaUdtg3mUpx/2PPc8zBe3SYKCh6xsq+bhuTOVw0o0vDDC+WhYnamz5rAdMmDlv2jmK5rNLn1cmZsdHpRvD42lYxDJebBVt8A+uYNBjyl1LqQ611pyAkPc+iA49HURoJUBTP0uz27AcrZaexUrVmPHO2GU+uEeVkcP1FZGMj0F5ZJlV01hKQF6+2sXhwFn2chkTWoSLq7/PlMIVYIV5ffuxzmemNTjVAYqE5xUtMqbvIEPNTKnX0axKeRSflET81IR+NWuO4Gq9nJf7ItcaTbcJKL8KbbsCbbcSbacK1/Dj+YlxfRA4iYpk2GVNasLD8l789yF1/e6jT9k023mCZE+5W5roDTTJr4/NCNGgR9g/sb5bEIKeUGb4RiJlFVtINZiy0P2KGdgSLTYgOl5vALfodCc+ik6DPS0nYz1ylaErlKI2sQI+w6+THMi/Cm23Ck27AYydx/TGysZHSyyz6jVOOP5JTjj9ylV93oGnO2BQFfRQFJSyIQcQKQLTSjH/ONEO82gToxELTAx0uM5f7ZBhTfyLhWXRpSNSP16NoSOUoCfuWWpKpPWWnTS9zqi4/lrkBcHACJWQjFQN+LLMQorOs7eK6mojfK+FZDE4eb36BlRKzAEu6HhK1kCwxQTpcBpGhpo606PMkPIsuxYI+vB6Fx1LEMzaxZbzhebJNWKlFeDL1WJlGMwHQ8mGHyszQDCHEoBVP20SCFkVhH1KxTQx6LQuwOFlI1UPdDyZIJ2pNrejoUDO0Q/RZBQnPSqnrgb2ALKba1LFa64ZCtEUsmeVRRMJ+6uLZrsOz1niyjfiSNXgyTWYlwFwCxx+VCYBCCABsR5PMOYyIhGSioBDtef35IR3lJkTXz8lPMGwXokOlMi+oDypUH8CrwHpa6w2Ab4ALCtQOsRRej6Io6MPVmlTWabtAa7zpOgL13xCs/wZ/44/4EvPQXj+Z4tWxw0MlOAshANPrHA14KQpa+L3S7SxEJx7L1IsuW8PUj26aB4u+hZqvzOIr8YXQj8oKDwYF6XnWWr/S7ux7wIGFaIdYtvKon7qEj4ZUlpAvgDddZ8rNZRrwputQ2sYOlOaXzJZPx0KINq4LiZzNsKIgpWH5QC3EUnm8ZuxzqNTUi45Xm57oVB0kyiA6zFwu77UFV/BFUpRSzwKPaa0713NazPjx4/Vf/vKXDtvi8TjRqAyw7w3xeJxINEo665DLZfF7XJR2UK5Zslh7LFkqewVlcg4Bn0ye7GnpdJrX33iTHbbblmBQZq/3tOV93TquRmMWtfFJr/NSxdM5ojKZssf1++dVO+DagDLh2mOZBVj6wKqFgyF/bbfddqt2kRSl1GtAV8v6XKS1fjq/z0WADfyjO7cZiUQ6rWYzGFa4KZTp06czbdI6LJj/M1ULqrAyDcTCfpxAqVkFUKwwWWGwdyRTfrweD2OGFckKg71geV63rgsLmlIMjQUYUx4hJLWdl0pWGOwdA+Z5TTdBchF4NISLIFwKsWGml7pABnP+6rXwrLXecWmXK6WOAfYEdtCF7v4WHbkuJGvBTkHtN5Sma0gom/neUvyRMpktL4RYpkTWJmB5iQZ9EpyFWFnBIrPoSqYJ4lWQWmRWMAy1hOiSQrdwUClUtY1dgd8B22qtk4Vog+iC1pCsg/gC89POQDpLoHQEQb8Hf32S5nSO4nA//gpMCNH7NDSnbSqifkojcrwQokcoZUrYBYog0wjN801HV7rBLAlePNKsYih6XaHqPN8OBIBX84tvvKe1PrlAbRFgyuQ0VZmfiVrANeOqSkYCUBZ2aEpZ1DRniAWlVqsQYsniGRufVxENWkT9spyAED1KKbM6YaAI0o3Q+Ask602gjgyFohGy7HcvK1S1jbULcb+iC+kmaK4yPc2JWnCzZhnRYBHMX9C6W8jvJRb00ZSyiWdsikLyhiiE6II25elKoz6psCFEb1IeM2wjUGQqctT9mB8bXQ9Fw0yQlp6uXiEJaLDKpU0tyUQtJBea85FyCBQvsQxOWcRPUyrHwniGaMCSv0khRCeprIPHC9GAj2hA3mKE6HUer6kTHSw27+n130M2P8EwNtyUtxM9So5sg43rQPOCtvqR6SbzhxUbvsyyc2G/l1jIR3PaJpGxiUnvsxCiPQ2NqRwlER8lIZ+UoxViVfL6zZCNbBISNWZCYboJIkOgaKRZElz0CEk/g0likZlgkFhkepv9USgbY+pGdlNZxEdzS+9z0JI3RyFEq0TGNr3OQUuW4haiUPxh8K1uxkA3zc2H6EZTlSM2QoZy9AAJz4NBNgGNc01oTtSYYRnFo8wyoMsp4rfM2Oe0GfscC8pLSAhBa4WN0qiP8nBAPlgLUUgtkwr9MTN8o/4nkwXSjeb9PyjrDKwMST4DmZODpvkmMMcXQi6ZHxdVtFI3Wxr10ZzOsTCeJRqQ3mchhKmw4fUqYkGffKgWoq/weCE61LzvN1ebOtHZhNlWNAq88re6IuRZG6iSdaZ8TaLWfOoMlUJsjR5ZTjvqt4gFLRrTORIZm6i8UQoxqGkNTfm6zmVhv3ygFqKvsYJQspopR9swBzJxMx66eJRMKFwBknoGGjtrQnO8xkwK9HihdHUzkaAHlUT8NKdtFsazRKT3WYhBLZ6x8VuKWNCSXmch+iqlTFAORE1GqGvXC108CqxAoVvYb8hRbiCJL4TGeWYyYLrRzLDtpXFNsYB5k2xK2zSnpe6zEIOV60JzOkdFNEBpVOo6C9Hnef0mLKcbTcnabNycikdLL3Q3SeIZCHLpfG/zQtPbbPlNb/NyVNFYEeXRAPGMTU2z1H0WYrBqTucIWqaMpawmKEQ/Eiw2y3nHq80CK7k0xCpNiPZ4C926Pk2OdP2Z1uarl5ZJgZlm8/VLILZK7j7s91IU8hPP2DTla7sKIQYP14VE1mZoLMCQiPQ6C9HveCxTAzrdAI0/m8IC2aTpgPNHCt26PkvCc39lZ82g/3gNxBeALwSlY1b5p8UhUT/xdI6qpjRRx8LyyuBnIQaLpnSOUP5DdMgvPVVC9FvBErBCZhG1XAJyKSgeCdHKJa46PJhJeO6PUg1twbml8HmBPiEGLA/FYR/xjE1jKke5jHkUYlCwHU08YzO8OEi59DoL0f9ZAVORI7EQ6n8EO22+0S5Z3QwHFa0kPPcnrmsG9zdXQVOVWSVoFYxtXpbySIDmlM38xhRZ28VvyeBnIQa6hlSWopBFSdhH0Cd/80IMCEqZ4Z/+iMkauaTphS5bY5UNCe0P5IjXX+TSUPsN1P0A9XMgGDOzZQscnAF8XkVJxEdRyEdjMlfo5gghelk652DbmuKgj/KolLcSYsDxR0znnJ0233Qv/MasGyEACc/9Q2IR1HxtZsMma6FklFn0pA8pCwcoClg4WpPOOoVujhCit2hoSOYoDvsoi/rxeWQ8ZH+kRk7iux9/7vKyfzz5AjsfeuoqbpHoc1omE3r9JkAv+g4afjbFCgY5Cc99mdbmhbroWzP+SGkzKdAKFrplnXg9UBYNUBzy0ZDKgfxtCTEgxTM2Xg8UhXyUBPvGOMjb73uUybsdTmCNzTnmrEs6XPb4M68wftv9iY3bmgnTDuCpl97o8jZ2OOgk1MhJ2LYNQE1tHYeeegEjJu1M8brbMGWfY3n/o8+X2Zb7H3uGrfc9rtP2MZvvwWtvvb9C111e09+ZiWfUJkTHTiE2bmvWmbof9z32dLevf/j+u/PKI3esdDvEANAyjCNcbkri1v8Etd+CM7i/ZS78d/6ia45tAnPzAlNNI1LRawue9JTioI+GkEVzJkdclu0WYuDRpsJGRTRAedTfZ2q7j6is4OLf/JqXp79LKp1p3T6vqoYjzryYp++9iV2324oXXv8vvzrp9/z0/nMMHdK2GMQ/nnyBXD40t4gnkmy64URuvOQchg4p42+PPMUeR/2Gn95/jmgkvMoe24oaUVnB3A9fQmvNi/95m72PPZutNtmQddYeU+imif4oWGQmDTbNBzsDTha0W+hWFUwfOfSJDrJJqJ2dr6hRbcY29/HgDGb+4pBIgNKQn6Z0Dnfw/l0JMSA5WudL0/mIBfrOh+P9d9+BfXfdjvLSjsfJuVXVlBTF2G37KSil2GPHqUTCQb7/6ZfWfRqbmrnsxrv540W/6XDdNVcfxTknHcHwygq8Xi8nHnEA2VyO2d//tCoeUidff/cjOx1yCmUTp7HO1P14/JlXunU9pRS777A1ZSVFfPbVtx0ue23G/xg7ZR9Kxm/DaRdeg85/Hb94D7gaOYk7H/hnl/uKQcQKmmocuWS+GkfGVPwahCQ89zWpejMwv/4ns1xm6ep9cpjGksSCFsVhP2G/l8ZkttDNEUL0kJzt4mozSbAi1j8mCU7ecALjx67BM6+8ieM4PPXSGwT8fjaYMK51nwuvvZ1TjjqQYUOHLPW2PvliNtlcjrXHjO7tZneSSKbY6ZBTOWy/Xan59DUe/cs1nHrhtXz5zQ/LvK7rujzzypvU1jWw9hod2/7ca2/xwQsP8dlrj/H4s6/y8vR3lng7y7OvGMA8Vn4FQsv0Ptd+B8m6Qrdqles7XQfClJ9rnGvK0Vl+8wJV/e/zzZCon0TGpqoxRURK1wkxIDSmcniVojTiJ9BP/qa9Xi9HHbgnh512IelMFr/PxxN3XUckHAJg5qdf8vYHn3LL5ecxt6pmibfT1BznyN/8gUvOPpHiomWX63rvo88pGb/NYreRWOHH8dyrbzFm9HCOPXgfADZeb10O2H17nnjuVS4556QurzO/eiEl47chlc5g2w43XnIOG6+3bod9zj/9WEqKY5QUx9huq035ZNY37LrdlC5vb3n2FQOcUmZ9CfWLmZeFC64D0YpCt2yVkfDcF2hthmg0zofm+aaSRrhs2dfrowKWh7KIn1TWpj6RpbIoCDIhX4h+K5V1sF2Nx6Mo6ysLonz7GnxwjxnaFq2ETU/otMtrb73P7668hen/vIdJ66/Lh599xd7Hns2LD97GBhPGcuqF13DL5edhWUt+K0yl0ux1zFlsMWl9Ljije5P5tpi0Pv996t4O28ZsvsfyPb525syr4v2Pv+gQyG3b4cgD9uDneVVMmHZg6/b4t28DbWOeM5ks5199K/95+wPOOuHwDrc7rKK89fdwKEg8kVxiG5ZnXzFIeHwQjJgA7brg2lA0vNCtWiUkPBea6+YnBs43kwNjw8AfLXSrVlpZ2G8mDmZtmTwoRD/mulCfzFEe9ZFN57D6Qmm6b1+DGdebMZdgAvSM66FufaBttdVPvpzNNltMYvKGEwDYdKOJbL7xerz23/cZM3oEMz/9koNPOR8AxzElNkdN3o0n7rqOqZtPIpPJsu/x5zBqeCV3XXfRKn2I7Y0eMYxtt9iEVx/9S5eXtwTmrgQCfq676Dess81+PPXSG+y763a91UwxGIXLzISnxp/NBELtmHlaA1z/+O5toHIds+hJ41xorjb1FAdAcAaZPCjEQNGUyhH0eSgO+vH2heAMpsfZbquqYbuadDqNM+9jHMchnc5g2zabbjiRGe9/zCdfzAbg4y++Zsb7H7PB+LEUF0WZ/9HLfPLKI3zyyiO88OBtAHz44j/YfOP1yeVyHHjieYSCQf5+82V4VlFpEa016XSmw2nPHafyzQ9zePCfz5HL5cjlcnzwySy++nbZY54B/H4f5550BJffdM9S97vq1r8tsfbz06+8KbWfRdeCJebbn8a5ZhG3+jmFblGvk+7AQnFsE5yb5kFykfmkZvWPSTjd1TJ5MJG1aUxmKY32ka97hRDdkrVdkjmb4cUhhhYF+L6q0C3Ki1d3OHvlWxkue7NlgvILPPTkC+y23VbULKqnsamZbfY/Hg1UlJdy4RnH0dDYzIRpBzC3qobRIyq5+vzT2WjiOgBUVpRhWRZvvvshz702A4DidbdBKYXWmi032YAvv/2BRDLNeuusxY2XnMPmk9ZfanPvf+wZFtR0Xp1tzOZ78Nfr/48dt9m8dds7Mz8ltNaWHfbbavKGvPLwHZxz2Y2cc9mNuK5mwwljufGSc7v9lK09ZjQff/E1oTW3aB2m8s/nX+f804/t1vX32Xlbzj3pyG7fnxhkAjFQXvMtOgo83gHdAy3huRCcHCz63gTndAOUjDYr+AxAMnlQiH5KQ10iS0nIR1lfmyQYrewQoC+dFuTSaUGz/bDHAHjyhdfxeDyttZ/vv/kywNR+XmPLPbus/aznfdR6m3Orqpm6+cbMeP9jGr9+C8uy+GHOXJ56aToP3nrFEms/H3Pw3hxz8N6dmjx5w4kdQnJXurru/Y89w18feYp11h7D8w/e2q2nZ9pWk5n74UsdtgUDAUYOG9qp9vN+u27HOmuP4f6bL+PvTzzbZTvaPy9A63MpRAf+MMSGm2yjlKnIERtW6Fb1ij50NBwk7KxZnafxF1MfsWS1ARucoW3yYEnIR10iKysPCtFPNKdtvB5FUdhHWbiPHaM2PaHzN3VWoMOkQan9vGRS+1n0Gn8EYpXQlB/CEV9Y6Bb1CgnPq5JjQ933ZlxQNmF6nD0Dv/O/LOynOOzH8iia0vayryCEKCjb1jSmc5SG/QyNBfrMSoKtxu4IU88zPc1gfk49z2xfhp6o/Xzy768iOnYKobW2pDmeYJv9f0107BRO/v1Vy7z/lutGx07h53kL2OuY3xAdO4Ubb7mte489T2o/iz4rEDOrIjfNNWtWDMA60AM/ufUVLZMDm+ZDLpEvMu4tdKtWCY8HhsYCpLIO1c1pQj4Pvr70FbAQooO6ZIaSkI/SiI+Iv4++TYzdsXNY7kb5up6o/XzndRfxx4t/w5R9j+OwfXftVgm79rWfLavt2P/s/bew4zabM33Wgu4+ckBqP4s+Llhsqm80zjVDOJQHQiWFblWPkQSzKmgNdT+a4JxuMIPoB0lwbhH2eymL+CgO+ahLyvANIfqqeNoGBSVhHxXR/rO6aWv5upax0K3l637ssFv72s/Zn97nzX/dw6/Pu4JPvpiN67q9Wvu54au3OpxWG7ni40Hb135uOf3j3y+yoGYRP8+rau3djo5tC7MjKito+Ootmr6ewZnHHcJ/3v6g0+1K7WfRY0KlEIiaAF33E+RShW5Rj+mjXQoDiNZtdZyTtYNmqEZXhkSDJLMOqaxNc8YmJrWfhehTbMcM1xgaDTAkFsDbn7pXFitfB5jzVR9D2datm6T2s9R+FqtQZIgpktBcZVZOrlhnQHQe9qdDY//U+IvpcW6uNj3OA3hy4LJ4PVBRFKA07KcxlcO2pftZiD5DQ10iQ1HQR2nETyzQzz7cLla+znY1aVvjpBNS+7kL3a39LMRKi1WCkzE5qP6nQremR0h47k3xGmicZz5xFY8YcHWcV0TUb1Gar76xKJmR4RtC9BFNaRulFKVhHxWxfnisapk8mHflWxlCVzVz7dtZHnryBUJrbcmVt/yVbbfchEvPPZEDTzqP2LitOeCE87jwjOPYedstUUoxbOiQ1lNFeSlgaj/7/T7emfkZz702g1fefI+S8du2DouY8f5HXbWox7TUfu5wCgZ45eE7ePTpVxgxaReGbbQzv7/qFjKZXLdv97hD9uHneQt49pU3e7H1YtBTHrNsd2qRCdBNfaVg/IpT/am0zOTJk/XMmTM7bJs+fTrTpk0rTIOWJtMMC2dDwxwz6zQQK3SLltv0WQuYNrHnazQ6Lvxcn6CqIU3Q8hIL9bMerh7wQ1Ujaw4vXvaOYrkkUynuf+x5jjl4D8KhUKGb029kbZfaeJbKogCjy0JLnCTYW8eEHrH4kt1gOiy6WYWj0Pr0c9uPyfPae5b7uc0moHkBlK4OQ8aZSYV9nFLqQ6315MW3D77UsirY2fwEwSoTmvthcO5N3nz1jXTWpbo5TVCqbwhRMFpDXTxLachHedTfd6trLEtLQF682kY/CM5CDAr+iKm40TjfDGEdOgG8vkK3aoX006NkH6a1GdMTrwYFhLuuEzrYRfwW5VE/GdthUSJLZVEQpQrdKiEGn4ZkFr/loSTiozzcD4drtNdV+bpV5OTfX8VDT77QafsR++/OncuYWHjy76/i7/98Hq+n40GwO9cVol8Jl5uqG/Ea8EehfK1Ct2iFSHjuaY1zTXDONJnVAyURLtGQSIBUziGTc2lIZimNDN7JlEIUQipr/v4qi4NUFgX73mIo/cid1120wkH3zusu4pCjjpfhBWJwiA0zpesSC005u3BZoVu03ORQ2ZOSdfnKGgugaMSgLUnXXR4PVMaClEb8ZHIuqYxT6CYJMWg4jqY+maU0aiYIBmTolBBiVfBYEB1islLjXFPKrp+Ro2VPcXJtZemiQ8DqR4sLFFDQ56EiFqA86qc+lcV2+s8EViH6s/pklkjAoiTkpzTcP8cdCiH6qWCJqfecWGgCdD8j4bmnNP5iXgRey7woRLeVhvN1ZYM+FiWkfJ0Qva05ZeNoTWnIR2WRfNAXQhRAtBJSdWb8c6qh0K1ZLhKee0KqHuILzbCNxWqNiu6piAUojfjwKkVjqv99hSNEf5HOOTRlcpRHAgwtDuLzyrwMIUQBeH2mqEK8xnxr349KJ0t4XlmObb5yaF5g6jn307IrhWZ5FMNiQcoifhJZm3ROxj8L0dMcR1OXyFIe8VMRC/S/VQSFEANLsBjcnOmBTi4qdGu6TcLzymqaB/FaU5YuVFLo1vRrIb+XiliAsqifukQOR8Y/C9FzNCxKZIgGLUrDfsqluo0QotCUgsgQSNSaTkjXLXSLukXC88rIxPNjdWpluEYPKQ37KQ35iQS81CWyMv5ZiB7SkMzh8SjKIn6GFUtddSFEH9GykFyqHpK1hW1LN0l4XhnNVebTUrDELAMrVppSUFkcpCzsB2Xe8IUQKyeZMUOhyiMBhhUFsTySnIUQfUik3OSpeDW4fX/YpoTnFZVuMhMEs3FT5Fv0GJ9HMbw4yJBogHTOIZG2C90kIfqtnO1Sn8pRHvUzNBYg5PMWuklCCNGRP2oWf0jWmRDdx0l4XlHNC8zXC+FSU6tQ9KiQ30tlUZDyqJ+GdI6s3T/GQQnRl7guLIpnKQn5KIv6KZF6zkKIvipc3jZ0o49X3pDwvCLSjWZmaC4pvc69qDhkMSQWoDzipzaelQmEQiwPDXWJDAG/h7KIn6FRqecshOjD/BHQjvlmP9Nc6NYslYTnFdFUle91LgclT2FvqogGKAn7iQa81CYyff3DqBB9Rn0yiwbK8xMEPXKoEkL0dcFi00HZx8vWyeF0eWWaId0AubT5Txa9SikYXhykLOrH8nioT2QL3SQh+rx42iZjuwyJBhhRHMLvlUO9EKIfCBSZnJVqMOto9FFyRF1eyUXmU1GoRHqdVxHLoxheFKI86ifruMRlAqEQS5TKOjSlcwyJBhheHCTklzkZQoh+wusDXxAyTWZ4bB8l6W95uI4ZzJ5uMp+OxCoT9HkYVmQqcDSmc6Szfb+UjRCrWtZ2qUtmqYgGqCwKEAvKCoJCiH4mWGxyVqq+0C1ZIgnPy6MlOPuCsgx3AcSCFkOLAlRE/SxKZqUChxDt2I6mNp6lLOynLOqnTFYQFEL0R/4I2CnIJPrs0A0Jz8sjuch8lSC9zgVTHvEzJNpSgSODbcsMQiFcF2rjGWJBi7KIn8qYVNYQQvRTygNWEOwEZPtm1Q0Jz92VS5le51wKAtFCt2ZQGxoLUh4JUBzysTCekRJ2YnBrKUnn81Ae9TO8OCRLbwsh+jd/GLIpyMQL3ZIuSXjurnSjmQEaiMlEwQJTCoYVmQAdCXpZGM/gyggOMRhpWJTIgjLfygwvDiKFNYQQ/Z4vZNbSyEp47t8yccglzFgcUXAeDwwvMRMIgz4Pi+JSA1oMPnWJLK7WDI0GGFkSlpJ0QoiBwQqBk4VsApxcoVvTiRxpu0Nr8+knlzafhkSfYHkUI4pDDIkG8HgUdYksSIAWg0R9IoutXSpiAUaUhgj65HAuhBgglDJ5y06ZAN3HyNG2O7JxM9bZa4FHSj/1JT6vYkRJiIqoH1e71CdlERUx8DUkc2Qdl6GxICNLQoR8UstZCDHAeP1g26YHuo+R8NwdmbgZe+MLF7ologsBy8PwkhBDokFyriurEIoBrSllk845DI0FGV4SJCyLoAghBiKPBW4W7EyhW9KJhOfuyLaEZxmy0VeF/V5GlgapiAbJOhKgxcDUnLZJZm2GxszqgVG/fBMmhBigvD7T6yw9z/2UnTaffCypndqXRfwWI0uDDI1JgBYDTzxtk0jbVMQCDC8OyeqBQoiBzes3i6RIeO6HXBfsHGhHVhXsByRAi4GoOWUTT9sMifkZVhSkKCTBWQgxwHkscHMSnvslJ2v+82SiYL8hAVoMJI3JHImsTUWR6XEuCcuHeCHEIODJz+dwbHCdwrZlMRKel8XJmPDs9Re6JWI5SIAWA0FDIkfadhgaCzCyRIKzEGKQUQrQ9LWFHAoanpVS5yqltFJqSCHbsVROzpyk57nfaR+gc65LXVzqQIt+QkNdPEvWNVU1RpTKGGchxGCUD8997M27YOFZKTUa2Bn4uVBt6BY7A64t4537qfYB2tWaWlmJUPR1+SW3Ha1NHefSILGABGcx+KiRk/jux64jwj+efIGdDz11FbdICKOQPc83Ab+jr32cWJx2zUnJCJf+KuK3GFUaYmhRAI9S1DSncd1Ct0qIzrTGfMBDUxkLMKokRETK0Q0It9/3KJN3O5zAGptzzFmXdLjs8Wde4ejjTyI2bmsmTDuAp156o8vb2OGgk1AjJ2HbNgA1tXUceuoFjJi0M8XrbsOUfY7l/Y8+X2Zb7n/sGbbe97hO28dsvgevvfX+Cl13eU1/ZyaeUZsQHTuF2LitWWfqftz32NPdvv7h++/OK4/csdLtEH2dxvQ+q0I3pIOCHJWVUvsA87TWnyrV/SckkUgwffr0Dtvi8XinbT3KaSnQnQVP3yvU3Zvi6RzTZy0odDN6jNaanONiu5qGpjSWR7EcL78elck5/FDVWJg7H8DS6TSO6/LTgiaCwf41zl1rsF2NAiyvIp3M8svCeKGb1cFAOyasSnVZH/vudwAjP/yIBQ2p1udxYW0th59xMRdddCHbbrU57/3vAw459UIeeeA+SktLWq//6utvUNuYBODNL6vxer3Mr6qitHI0t918JCUlxbzw0ivsfPgZPPrgfYRCS16X4Ov5jTQms53+L9M5h0/n1GEt5f94SdddXp/8VEd5eRlPPPwgWmve/2Amv/7tZXiLR7La6FGt+73/bS1zkys+50hes71nlTy3tgULauC7//bu/SynXgvPSqnXgGFdXHQRcCFmyMZyiUQiTJs2rcO26dOnd9rWoxp+hupZ4AtCsKT37qcPmj5rAdMmdvVf2H/lXM2ChhS18SxNaZshUT9+a9V/q/BDVSNrDi9e5fc70CVTfrweD2OGFRFeSnjoa3K2S208SzjgpTzqZ0RxiEABXpfLMhCPCavKtIkHAHDxdVXMrappfR7f/2ghpcUxpk3ZgmkTh7Hdentz4003MyyYYcv8Po1NzZz4+GM8cMvlbLn3MWw7oRLLsmDiMA7bcePW+9hhg2O552/3MtSfYpOJayyxLT99Ucx/w/5O/5dBn5cNVy9b6v/xkq4L8PV3P3LGxX/kw8+/oqKslCvOO4WD9l7CW33jXAKWt/V2tltvL2686WZCuXqmTZzculvzgh844bLLWFhXz+H77cbtV52PUor7H3uGvz7yFP996l7ADPH4yzUXcsNdD3bY980vq+U120t6/XigXaj9DirWgOEbUrDeri70WnjWWu/Y1Xal1PrAGkBLr/Mo4COl1GZa6z748TD/dUHfHlwiusnnUYwoCaOUwutRLIxnKI/4CfpkiWNRGOmsw6JkltKQj7JIgGElQXyevvMmIXrX5A0nMH7sGrz97ntMXXcvnn31LQJ+PxtMGNe6z4XX3s4pRx3IsKFLn1v/yRezyeZyrD1mdG83u5NEMsVOh5zK5eedzIsP3cbnX3/HToecynrrrs2EcWsu9bqu6/LcazOorWtg7TU6tv25197igxceoikeZ5NdD2evnbZh1+2mdHk7Xe0bHLpWjz1GsYo5OTPfzOvrU8EZCjBsQ2v9OTC05bxS6idgsta6dlW3pVuUaiuVIgYErwdGloSwvAqPB2rjWYqDPqJSzUCsYvG0TVM6R0XUT3k0wNBoEE/f63AWK+Lb1+CDeyBeDdFK2PQEGNu5T8nr9XLUgXty+sV/5JLLr8Lv8/HEXdcRCZtvTmZ++iVvf/Apt1x+HnOrapZ4d03NcY78zR+45OwTKS6KLbN57330OSXjt1nsNhLL+SDbPPfqW4wZPZxjD94HgI3XW5cDdt+eJ557lUvOOanL68yvXkjJ+G1IpTPYtsONl5zDxuut22Gf808/lpLiGCXFMbbbalM+mfXNEsNzV/tuIeG5/2op1uANFLolnUhaWCZlJgtqmWE2kCgFw4qCeD0KD4pFiSw5x6U07O9r8xLEQKShPpklY7sMjQWpLApQFpFa8gPGt6/BjOvz82UwAXrG9V3u+tpb7/O7K2/h5j9dywn7bM2Hn33F3seezYsP3sYGE8Zy6oXXcMvl55lhGkuQSqXZ65iz2GLS+lxwRvcm820xaf3WIQ8txmy+R/ceXxfmzKvi/Y+/6BDIbdvhyAP24Od5VUyYdmDr9vi3bwMworKCuR++RCaT5fyrb+U/b3/AWScc3uF2h1WUt/4eDgWJJ5JLbMPy7Cv6gZYywX2w2lnBw7PWekyh27BUXr/5z3MG12TBwaIiGsDv9WJ5PSxKZKhpTlMeCeD1SoIWvcN1oS5hjieVRUGGFwelhvNA88E9bcG5hZ0x2+nY2/vJl7PZZotJrDNuHB6Ph003msjmG6/Ha/99nzGjRzDz0y85+JTzAXAcs8raqMm78cRd1zF180lkMln2Pf4cRg2v5K7rLloVj65Lo0cMY9stNuHVR//S5eUtgbkrgYCf6y76Detssx9PvfQG++66XW81U/QnLQvUWX2v51m+IFwWyw9ey3wCEgNScchidFmIYUVBgj4v1c0ZsrZ80yB6XtZ2qWlKY3kVQ4sCjC6TxU8GpHh1p022q0k3LMBxXRzHIZ3OYNs2m244kRnvf8x3338PwMdffM2M9z9mg/FjKS6KMv+jl/nklUf45JVHeOHB2wD48MV/sPnG65PL5TjwxPMIBYP8/ebL8KyiMT9aa9LpTIfTnjtO5Zsf5vDgP58jl8uRy+X44JNZfPXtD926Tb/fx7knHcHlN93Ty60X/UZrz3Pf+1ZOwvOyeP3g8ZuSdWLACvm8jCoLM7QoSFnEx8J4hnjaLnSzxAAST9ssjGcoCllUFgVZrSxCSCaqDkzRyk6brnwrQ+iqZq69/T4eevIFQmttyZW3/JVtt9yES889kUuuuJrYuK054ITzuPCM49h52y1RSjFs6JDWU0V5KQCVFWX4/T7emfkZz702g1fefI+S8dsSHTuF6NgpzHj/o159eO/M/JTQWlt2PAUDvPLwHTz69CuMmLQLwzbamd9fdQuZTPc7no47ZB9+nreAZ195sxdbL/qNXAp8IXPqY5TuR8utTZ48Wc+cObPDtl4vVee6MP8TqPsWysf2uRmfvWkwlqVqWaRiYXOGRYksAcvTK+OgpVRd70imUtz/2PMcc/AefaZUneua8c2261IeMRMDh0QC/XJi4GA8JqyQxcc8g/nqeep5XU4aBHlue4s8r72nV59bOwNN82DIOBi2fu/cRzcopT7UWk9efLt8X7gsHo8ZuqG8skz3IKAUVMQCBKy2cdDVTWYctGUNng9OomdkbZe6eJaA38OwaJDKIhnfPCi0BORuVNsQQnQhlwIrDIFlV44pBDmKd4cVMCcnI+F5kCgKWfitMD5L0ZDIUR1PSzk7sVziaZvGdI6ykJ+SiI/KomCfXPhE9JKxOxY0LJ/8+6t46MkXOm0/Yv/duXMZEwtX5rpC9IhcEvxR8Et47r/8UTPmJpv/zxSDQtDnYbXSCCFfmkDcQ10ySzrnUBr2SzUOsUTth2lUxgL9epiG6L/uvO6iFQ66K3NdIXpELgmRoRDom5lLwnN3BKLgi0C8Dy6AKHqV12PqQUf8FgHLQ30yR3VzmrKwn6BfJnuJjlIZh/pUlrDfyxAZpiGEEMsvlwJlgT/cJ8vUgYTn7vFFTM+zY5txzx552gabWNAi6IsQ8KVpSGWpi2cJ5ryUhP2DaQ6pWIKW3uac4zIk6qc45GdoUQC/V7qbhRBiuaQbIVgEwZJCt2SJJAV2h8eTH7oRNJ+I+ugAdtG7fF7FqNIQkYCF3+ulPpGlujFNScRHUEqODVrJjE1DKkfEb1EeDVIRDVASlrkRQgix3LQLmTiUjYFw+TJ3LxQJz90ViJke6GxCwvMgVxr2EfZ7Cfo8NKZy1Cey+C0vJSGfjIUeRBxHU5/KYjuaimiA4rCfobEAPnkNCCHEisk0m47KQLH52UdJeO6uQMycGhaZYsDyXf2gFrA8jC4NEw1mCfq8NObHQhcFfUQDVo/XhRZ9iIZ4xqYpnSMSsBga9TEkFqQ4JIdTIYRYKekmCJX26V5nkPDcff6wGYNjBSEbl95ngVJQFvYTDVjU+rM0JLPUp7IkMjalET9+KUs24KRzDg3JHF4P+eEZfiqkt1kIIVaekzUlgQMxCJUUujVLJeF5eYTLIVBkBrNLeBZ5fq+HESVBYiGLULOXxlSOhfEMEZ9FUcgnJcoGANvRNKSy2LamOOwjFrIYEglIJQ0hhOgpyTozSTBUCp6+PY9IjvzLI1QKwWJI1JhPSF5/oVsk+pBYwCLss6hLZgj5vDSkcixoShELmMVVZKRP/+O60JTOkcjaxIIWFVEfZVE/JUG/fCgSQoie4mTzEwXXNCty9nESnpeHx2u+SggUmXE5kSGFbpHoY1q+zi8K+ljYnKEplaMpbVPVmKYoaMl46P6i3bjmoM/LsKIgJWEf5dEAPo/8BwohRI9KLIJwqclVfXiiYAsJz8srXG56nxvnQrgMlHQ/ic4ClodRpSESER918SzNaVPOLJ62KZKJZX1XPjQ3p20sr/kgFAv5qIgGCPrkb10IIXqcnYFcAmLDIDa80K3pFnkXX16BmBm+kayFVIMJ0EIsQcRvESmzaE7bRJJZmtI5GpM5co4mnXVklcI+QmtI5EOzz6soj/qIBn2Uhf0yrlkIIXpTchGEyiFSAVb/GA4r7worIjYMUvXQ+Ivphe7jA9tF4cXyQzaa0jZ1/gzN8QwNqRykcsQCFhEZzlEQul1Ps99SDIn6iQYtSvNVVGScuhBC9KJcypxiI0226ickPK+IYLEZvpGsg3RDn69HKPoGpaA4ZBELWPxQ1cSo0lBrcGtM20QDJmDLRLTe5ziaRNYhnskRsLxURE0Pc0nETywgh0UhhOh1WkO82vQ4x4aCt/+szCrvEiuqpfe5fk6+91meStE9Hg94PYox5ZH8WOgs8bRNc8amqilF2OclFvBhWdLt2dPSOYdExiGVcwj7vWZMc9BHadRH1C9/w0IIscqk6kx2ilRAtP/0OoOE5xUXiLX1PqfqzX++EMtBKSgKWRSFLJJZs/hGczpHc8amOp4m4PUQ8VsE/V4ZPrASXBcSWZtE2gYF0YBFacRPUdA89xEJzUIIsWrZGUjWQ9kYKBlNf/vKVd41VkZsuPnkVPeTKV9nBQrdItFPhf1ewn4vGdtPQzJLU9ommbGJZ23qklnCPi/hgEVAKj50j4ZMziWRsUnZDiHLS2nUR8RvFq4pCvpkVUAhhCgErSG+wJSliw7rl4vOSXheGf6w+Y/PJMwLoXg1pItQrIyA5aGyKEh5VNOctomncySyDsmsQ30yi9YmaEf8lgzrWJyGdM7F1ZqqpgyRkCISsCgJm8oZRSGLqF8mAQohREGlGwCv+ca+aEShW7NCJDyvrKIRkGmCTLMZviGl60QPsDyK0rCP0rCPjO3SnLZpzuRIZRwSWZuaeBqvUgR9XoI+LwHLMzirdWhI2w6pjEPKdshmcgBURH2UF4eJBszQDL9XeuyFEKLg7DQkaqF0TH64Rv+sVibheWV5vFA8CrIJaJgD/ogM3xA9KmB5CET9DIn6SWYdmtJmsZW07ZDOutQns7haE7C8BC0PIf/ArthhO5p0ziFju6RzDpZXEfZbDA350CEPXo9i9bIoQ0rChW6qEEKIFq4NTfPzi6EMM8UW+ikJzz0hWGzWYs8kTNmVktUK3SIxQLWMjXajkLTtfE+0QzpnKkikcg716Ry+fK+03/Lg83qw+vH43vZhOWO7KMwHhYDPQ3HIRzjgbS3zl8tYKJSsBiiEEH2J1tC8APwxM9y1eHShW7RSJDz3lKKRZuhGXbOpwCHDN0Qv8ngg6jdjeCuArOOSyJix0cms6ZXO5ifMZRwXhcLvVfgtL35L4fd6+17vtDZBOee4ZB2XnOuStfViYdkiYHkJ+b2EfOZnwGp7ILlMAdsvhBCia8lFoDE9zqVj+v38MAnPPcVrmfE7uRQ0/ARW0EwoFGIV8Hs9+MMeSsM+XNf0SmdyLumcSzpnk7U1Odsl4zg0p10yThYvCstjTl6vB8sDlteD5fH0XrDWYLsaV2scV7eGZXPSpj2Wwuf1EPFZlITUUsOyEEKIPi7TbOaGlawOZWv0myW4l0bCc08KFpvxz04WmqvM8I1+tGKOGBjaeqXbtmUdNx+mHdK2SybnkHNcbG0CrONoUjmNnbGxXY3WYCmF8oBXKZRSeADlUSjAk/+5OI35dk5rjQYcV+O6GkebwOxq8CpzfW8+uAd8HqJBLz6vF5+lCHjNcJOA5Wn9KYQQoh+yM9BcbbJR8eh+WZauKxKee1psGOSS5gXTNN/0Rit58xeF5fd68Hs9xILmT15ryLn5Hl9bY7umB9jOD5mwXXAcF40JvNoFBxOqTa+xi6vbbr/lGzgFKBRKgUcpfF4Tkr0q/7NdaPZ6PPgWG0oiRTGEEGKAcLLQOBeiQ/OTBCsL3aIeI+G5pyllxvPYGVOSJV5tFlMRog9Rqi1Q08U3aI4LtuviuhoXjeuCmw/Orja9ya7W7W5Ptd6uQuFRZptXKbxesDye1tAshBBigHNtE5zD5WZOWMnqhW5Rj5Lw3Bs8XjOux85C/Y+m/nOotNCtEqLbvB7w9rkZhUIIIfo81zHBOVhs1sIoW6PfLb+9LBKee4svBKWrgZuFhp/BYw2YsT5CCCGEEJ1oF5rmgS9sepzL1uq3C6EsjYTn3hQuA2d182Jq+CX/XXm00K0SQgghhOhZWpu5Xh6fmSBYtpapRDYADcxH1ZfEKs3YH62haa75CsMnJeyEEEIIMUBo1wRnpdqC8wAoSbckEp5XheKRoB3z4mqcDyWjTB1oIYQQQoj+zHXMUA2P3+Sd8rXBN7AzjoTnVaV4tHmBaRca55lPZlag0K0SQgghhFgxrm0yjS/U1uM8wIMzSHhedVpK2Gk3H6DnSoAWQgghRD+lzXyuQMxMDixfe0AP1WhPwvOqpBSUrmHGPytlXnTFMgZaCCGEEP2IkzWnYImZy1W+1qBaUVnC86rm8ZgXmcdjVh5smm9W3pEqHEIIIYTo63JJaKoCFcwP1VhzwFbVWJLB9Wj7ipYeaI8FymsG2kdcCBYVumVCCCGEEF1LN0C8FoqGg5UwQzUG2AIo3SHhuVCUgpLV8gFamTHQ2oVQSaFbJoQQQgjRRmtILIRsEkpXN2Ocvd8OyuAMEp4Lr2iE6X1WXmj8BdwchIeYQC2EEEIIUUiunR+moUxwLh1jFoHj20K3rGAkPPcFscp8D3R+DHTTPIgNH5BLWgohhBCin7AzJpP4Y6azr3QMBGSOloTnviJSbkq8eH3QXAUNc8zXIlLKTgghhBCrWroJ4jUQHWoKG5SuMWhK0S2LhOe+JBCDinXB64d4tSllF6s024UQQgghept2TQbJZUw1jdgwKFl90I5v7oqE577G8sOQcabH2es3X5c4WQiXF7plQgghhBjI7LQZ32yFTE9zySiIDCl0q/ocCc99kccDZWuYxVO8FjTONy/oaH5stBBCCCFET0rVQ2KRGaYRrTSTA32hQreqT5Ik1pfFKs0a8V4/NFdD/RwzkdAvKxIKIYQQoge4NjQvANc1gTk23My5kmEaSyThua8LFkPFeNMLHa82kwmDRVLOTgghhBArJxs3nXPBYtPjXLK6rDfRDRKe+wPLb1bxCcTACuarcfxsBvFLNQ4hhBBCLA/XhvhCMyQ0NrwtOEs1jW6R8NxfKGXCsj9qxiDFa8yiKpEhECwpdOuEEEII0R+km8xqgYEiKF0TikeaLCHfZnebhOf+JhA15ez8ETOUo2k+ZBMymVAIIYQQS9YyttmxzZjmSAWUjJZvsFeApK3+yOPNr/JTZCYUxmug7ieISi+0EEIIIRaTboB4LYRLoaQCikaZxdnECpHw3J+Fy8wwDn/UfAXTXG2+jolWyidJIYQQYrCzM6aDTWvTyxypgJLVzGrGYoVJeO7vLD+Ur5UP0hHzybLhF/PpMlQmY5iEEEKIwca1IbkIMs2mOldkiBmqES4rdMsGBAnPA0WoFPwxCM6H5ijEF0BmjumFliLnQgghxMCnNaQbTXAOxKBsLVNJIzbcDPkUPULC80DitczXMaFS0wudrDUTCv0R86lTJhQKIYQQA1M2CYkaUBYUjzI9zsUjpQOtF0iaGogCMVORI74gPx661kwoDJeZYC1DOYQQQoiBwcmZeU922oxpDpebIRqy2EmvkfA8UHk8UDTCjHtumme+wolXmxm3kQoTsIUQQgjRP7k2JOsg02Q6xmIjoWgYRIbK0tq9TJ7dgc4XNBMKK9Y1qxRGKyGxyEwqtDOFbp1YhS694U6OOOOilb6dMZvvwWtvvd8DLerop1/mo0ZOwrbtHr9tIYQYMFzHdIjV/WTGOJeOMe/vlRPMYmoSnHudPMODRbDIBOiKdU2YDsTMCoXNC8yn1z7q9vseZfJuhxNYY3OOOeuSDpc9/swrjN92f2LjtmbCtAN46qU3Wi/7++PPssmuh1G0zlRGbbIrv7vy5tZQlslkOf7cy1h9s92JjduajXY6hBf/8/Yy2zL9nZmM2mTXTtunHXgCf33437123VWlL7VFCCHEYrQLqXqo/xHsLJSuDkPGwtCJJkDL0tqrjITnwUQpM3Fw6ATzB1e2Figv1P1oxkv1wRA9orKCi3/za447eJ8O2+dV1XDEmRdz4yXn0jR7BtdffBaHnXYRNbV1ACRTaW6+7LfUfv4f3n/uAV7/7//4050PAmA7DqNHVPLmv/5K49dvceXvTuWgk3/PT7/MX+WPTwghhFgqrc2Qy/qfIJeE4tGmp3noeNMZ5g8XuoWDjoTnwcibn4k7dIL5wytdw3wNVPeT+SrIdQrdwlb7774D++66HeWlxR22z62qpqQoxm7bT0EpxR47TiUSDvL9T78AcMrRv2Lq5pPw+32MHD6Uw/fbnbc/+ASASDjEpeeezJjRI/B4POy50zassdoIPvzsq1X98Dqob2hiz6POpGL97SmdsC17HnUmc+dXt14+7cAT+MMf72DKPscSG7c1Ox96KrV19Uu8vR9/nse2B/ya2Lit2emQU6ita+h2W2rr6tnzqDMpGb8NZROnMXW/43Bdt9N+//v4C7bc62hKxm/D8I135vSLriWbzbVerkZO4s4H/snYKftQMn4bTrvwGrTWADiOw28vv4kh623PmlvuxfOvz+hw241NzRx/7mUM33hnRm6yCxdf92ccp++8NoUQoldpbeo01/8E6TjERkBZPjRXjJO5SwUk4XkwaxkPXTkBhowzXwHZOfOHmlwE6EK3cIkmbziB8WPX4JlX3sRxHJ566Q0Cfj8bTBjX5f5vvf8RE9dZq8vLqhcu4psffmbiOmv2ZpOXyXVdjj14H+b873l+/t8LhIJBTr/4ug77PPzUS9x346XUfPoa2VyutTe9K4eddiGbrD+e2s//wx/O+jV/f+K5brflhrseYtTwShZ+9jrVn7zK1eefjuqiSovX6+GmS8+l9vP/8O4z9/P6f//HHX9/vMM+z732Fh+88BCfvfYYjz/7Ki9PfweAe/7xb557bQYfv/wwM194iH8+93qH6x1z9qVYXi/fvf00H7/8CK+89Z4MKxFCDHwttZrrf4JkvanTXL4WVKwDQ9eFYPEyb0L0roJV21BKnQGcBjjA81rr3xWqLYOeP2L+MKOV0FxlZu8ma82YqlS9+UNVfetzltfr5agD9+Sw0y4kncni9/l44q7riIQ717O899GnmPnpl/z1T3/odFkul+Pw0y/i6AP3ZN2111jm/c6vXkjJ+G06bIsnUhyx/+7LdV3b0Vhe1eG65WUlHLDHDq37X3Tm8Wx30IkdbuPYg/Zm3FqrA3DQnjvxzKtvdnlfP8+r4oNPv+S1x+4kEPCzzRabsNdO23S5b1d8lkVVTS1z5lax9hqrMXXzSV3ut8kGE1p/HzN6BCcdcQBvvvcRZ51weOv2808/lpLiGCXFMbbbalM+mfUNu243hceffYWzfn0Yo0cOA+CCM45l+rszAfOB5oX//JeGL98kFAoSCYc4+4TDufuhJznpyAO7/TiEEKLf0K4Jzal68PrNe3KoxPwMl0uZ2T6kIOFZKbUdsA+wodY6o5QaWoh2iMUEohAYC+kmM5Hw52/N+KpknakRvapC9LevwQf3mNJ60UrY9IROu7z21vv87spbmP7Pe5i0/rp8+NlX7H3s2bz44G1stN46rfs99dIbXHDN7bz26F8YUlba4TZc1+XIM/+A3+/j9qt+362mjaisYO6HL3XYNu3Azu1b1nWnz1rAtInDOlw3mUpx9iU38NL0d6hvbAagOZ7AcRy8XrMy1LCh5a37h0NB4okUACf//ioeevIFAC484zi2n7IppcWxDh8mVh81nF/mL+hy/wvPPL5DW8875SguveEudj7sNABOPHx/zj/92E6P6Zvv53DOZTcw87OvSKbS2LbDJhus22GfYRWLtzkJwPzqWkaPqGxr38jhrb/PmVtFLmczfNLOrdtcV3fYXwghBgTXMWOaU/VmQZPYiLbQLGsz9EmF6nk+BbhWa50B0FrXFKgdoivBInPy/QJlI80fdGqRGcoRLDF/1L21WuG3r8GM69vK6MWrzfm69YFI626ffDmbbbaYxOQNTc/nphtNZPON1+O1/77fGp5feuNtTjjvCp5/4FbWHz+2w91orTn+3MuoXljHCw/eis/n653HsxxuuPMhZv8wh/efe4BhQ4fwyRez2XiXQ1vHCC/NndddxJ3XtZWhmzN3PvWNzSSSqdYA/fO8Ba3H4MX3X1wsGuGGS87hhkvO4Yuvv2P7g05i0w0nsMPUzTvsd8oFV7PxeuvyyB3XEItGuPmef/DP519fwq12NHzoEH5pN6b753ywBxg9opJAwE/t5//BsqQcvRBiAHLt/Ptro/kGuHi1dqG5pNCtE0tRqHelccBUpdRVQBr4rdb6g2VdKZFIMH369A7b4vF4p22iZ8QTKaZ/uQC0A44PXAU6BW4cPN58gO7hT8R1IVjrwtazjuPgOC4/znyVhfE4r3z8M16vF6t4OP95517++szbrL3WWnz73fe88c6HTNl2R6bPWsBHH3/CZVdew+WXXEzSP4TpsxZ0uJsbb7mN777/gRuuu5r3f2joVtM++amOjO10uq2GRJbZ8xs7bV/adePpHNNnLehw3Vlzakjl4LN5Sf73/bdcf+OtALz5ZTVer7fT/Xw9v5HGZHYJ9+th3Ni1Oe6CG/j1sUfz9exveOrl6Wy1xRZLbGf723/3vfdZbfRoRowYzsKFKRwNn/3cgHfWAtI5h0/n1GHNWsD82kZWS2lm/tTEL798yY1/fZTi4uIO9/H+t7XMTZoSSgsaUjhWnOmzFrDR5M259i8PUr7augSDAS657q4Oj3fSxhtz8G+u5LijjyIUClK1oJqFtbVstMH6S3ye0+k0tuPy36+rCQaDS9xPrJiW163oefLc9o4++bxq17yvuk7+vTRiKl95E6BSQFWhW9gtgzl/9Vp4Vkq9Bgzr4qKL8vdbBmwBbAo8rpRaUy+jiy0SiTBt2rQO26ZPn95pm+gZnZ7bTDPEayBVB6kGc/JHzJAOK9Azd3r3IR3OXjo9zWVvZlvPv/r6G1xyzolceu7JWOlFXHvddVQvrKOivJT/O+vXnHu0GT982SVPkkgmuej/Lm297tTNN+bFh25nztz5PPv8iwQCfn516BGtl9913UUcvrSxy41zCVhepk3s+LIuifhZZ0Rxp+1Lu27LsI321x13/okcdvqF7H/QoYyorODck47gv++8y7YTKrEsq9P9/PRFMf8N+5d4v8/dez1Hn/V/7PerQ9hykw049qC9aGhqXuL+7W//47ebuegPf2DhonpKi4s467hDOPvwXQAI+rxsuHoZ0yYO466rz+PE313FE//8Fxuvtw7HHLg7/3n7gw73sfnYIay9hjl/f0mIURVRpk0cxtbrHA2pek4+7QyKYhF+e/KRnP7Jp62P94V7r+P8q2/jpFNOpTmRZM3VRvL7045Z6vMcT6R49T8etl63kmik8/h3sXJaXrei58lz2zv61POajZv3TTtjepaDxWYV4Ngw817azwzm/KW685Vwj9+pUi8B12mt38if/x7YQmu9cGnXmzx5sp45c2aHbYP5P6+3LfG5zaXMcIpkXf4rp3oTnkNlK19v8uGDzW0vLloJhz22crfdh/SpA/oAEk+kuOSOx7ns1IMkPPcCed32Hnlue0fBn1fXMctnp+pN73Ko1ITmcDlEKkzVq35qMOQvpdSHWuvJi28v1LCNp4DtgDeUUuMAP1BboLaI5eULmdWMYiMgUQOJWvNpOl5jRnEES8yY6RWZXLjpCR3HPIMJ5l1MGhRCCCH6JDtjKmek8+OZYyPM+2KkwgRnj7fQLRQroVDh+V7gXqXUF0AWOHpZQzZEH2T5zWIr0WFmhcJkranUka43gTpYZD5hL8+QjrE7mp+LV9to2d7Lrr71b1x9272dtrcM+eit6wohhOjntIZcIj80I206ksrWgGCpWd03WCyVMwaIgoRnrXUWOGKZO4r+wWtB0XAzbiuVD87pRlN6p/EXsIJmfJcv0r0Dx9gdV1lYXtyFZx7fqWzbqriuEEKIfsrJmaEZ6UZQlgnJRaMhUpYfmiFDyAYaqQEleo5SZvJguAyySdMTnawzB5REHegac1AJFvdeqTshhBCit2ltJgCmGyGXNktlF42EQJEZlhEuNx1LYkCS/1nRO/xh8K9mxnml6tp6o1MNUPcj+KNmWEc/nGEshBBikGoZy5xpAm8g38s8yny7GhliQrQY8CQ8i97ltSA61JzSjW2TC9NN5vd4tTn4BIrAW/iFSoQQQogOXMeUak03mvrMgSIoWd0E5XC5qTQlvcyDivxvi1WnZciGnTW90clF+QmGjVA/x5TsCcTMaVUsAy6EEEJ0RWvIJc37UzZhviWNDDHBOVRqhifKN6eDloRnsepZfjO5MDbMhOdUHSTrIZv/ZB+vgUAUAsVmooXMThZCCLEq2BkzJCPTbOoyB4tNRalQSb5Gcwl4pHNnsJPwLAorWGROxaPbFlxJN0K62ZS/006+N7qo51YxFEIIIVrYacjETWBGg7/95L8yMyzD8he6laIPkfAs+gaP13wlFhliPvkn60yPdKbZ9E43zjUVOoJFJkxLtQ4hhBArKpc0gTkbB5R5X4kNz3/rmQ/NMvlPLIEkENH3WAFTN7pouDm4perMJMNMU9tEQ1/IjDfzR2WioRBCiKVrGcOcjZv3FeWFYL6H2R81wzNCJeZ3GSoolkHCs+jbAlFzKhoFmcZ83eimtgNgchF4fGYff1SGdgghhDC0a4b+NVeZ9wtvwLxXlKxmOl+CJflqT9FCt1T0MxKeRf/g8ZjJGqFScOx8L3RDPkjnexOa5mPGq+WDtEw2FEKIwcV18kMymk2VDDcA3giUVpiQ3BKY/eFCt1T0YxKeRf/jtdpWMnTdtiodLSWFsnEz2dDNtQ3t8Eek/J0QQgxErm2O/ZlmyKXyw/piEK2EmkVQOd6EZl+w0C0VA4SEZ9G/eTxt9aPBHEBbgnTLZJB0IzQvMAfUluEdMuFQCCH6L9duO8bnUqYnOVBkVrUNFrW9L3z3rimLKkQPkgQhBhZ/xJyKRkAu3S5IN5uDbDYB8VqwfG3DO2SctBBC9G1am5CcS0IuAXb+m8WW5bHbB2aZRC56mYRnMXD5guYUqwQnl1/NsMGMl84mTK9F41wznCPQbpy0EEKIwtIanIw5VudS5uQNmB7mcEVbT3Oo1PyU5bHFKiSvNjE4eH0QKTcn1zWVO9KN+QmH+XHSzdVmZrY/bEK0LwxeKYwvhBCrhJ1p613OJkwlJX/YjFeOjTA9zYGoqb/sj5r1AYQoAAnPYvBpX7lD67Zx0a0TDpPmlFhkqnW0BGlfWL4OFEKInuLa5liby/cuA1hhE4yjQ80xtyUoB2Jy/BV9hoRnMbip/MpSgRgUjzIH8EzcVPDIxDv2giRqJUwLIcSKaikjl0vly8g54A+BLwKhctPL7M+v8BeQ+Sii75LwLER7vlB+3HOFOZ/NB2cJ00IIsXy0ayZu5xLmuGln246XseHtwnK+d1lqL4t+QsKzEEvjD+cP6BVts72z8bYVDjuE6YVm8mFLkPaFJEwLIQYP7YKdbpvg19Ukv5YqR4FYvv6+LGQl+h8Jz0J0l1LtwvTQjmG6ZTWrXBKy+W2Jmo5h2h+W+tJCiIFBa3CyJizbadPD7GTNJGtfaLFJfrF2NfZlkp/o/+SdXIgV1T5MR5cVpps7hmltmzccb0B6XoQQfZ+T6xiU7bTpDLCCYIUgWmx+94XyZeRiZpU/KSEnBiB5VQvRU5YnTLvN0LQA3KyZFGMF235KoBZCFJLrtAXllrCMbgvH4TITmH3B/LdqkbZv2DyeQrdeiF4n4VmI3tJlmM6Pj57zCVSMauvBsTOQTUOyQQK1EGLV0bpzUHbt/PEnaCpfRCrNsaglJPtlgrQY3CQ8C7GqKNW2fLjXD5UTOpZuyuXrS0ugFkL0FjvTdnyxU6YChsdnepGtMITKzDHGF2kLyf6IlI0Toh0Jz0IUksfbVme6RbcDdS4/OUcCtRBiMa5tgrGTNctc2/nJfR5v2zjlcMz87g8tNvwiJMcRIZZCwrMQfU1PBmpvwJyXGe5CDExdhWQnA5r8McAH3iCEo21DMfzhjj3LcnwQYrlIeBaiP1jRQO00mlnyChOiW05W/qfHJz1MQvQHrSE5ky8Rl/8JbR+SvYF8SM5/cG4Z5uUL5X/KOGUheoKEZyH6q+4E6ly63ZttS+9UFlJJ89O1TYC2/B3DtfRWC1EYrt0WjNv/VGqxkBzL/93mQ7Iv2NazbAXNZUKIXiHhWYiBpKtADW3jHdtPFnIykMuYyYgtoTqbBKfB/K48+a98pbdaiB6lXfONUPug7GSh9tt8SA6av72WahdWoG3xEStgxiu39ChLT7IQq5yEZyEGA8vfdU+U67YrU7VYsF5ab7XX3zFYS2+1EG1aw3EOHDv/s/15J//3k/8bsoLgcaFsZLuQHOw47EJCshB9hoRnIQYzj6fdkuOLWe7e6hygzapjXp8J0h6fWWHMY5nfPZYEbNH/uY75ENnyYbKlF7klIGvd7rWfD8n+QH6IlC+/reUbnfywi58/h+EbSkgWoh+Q8CyE6Nry9FY7+aDt2CZEtPSwabtt0YWWy5YYsFvCtQRsUWCu3RaGW4JxS++xkzP7dAjH+d7ixbe1VrtYfE5BF0OfWoZJCSH6PAnPQojls7TeatfJ90i3BI1su965lt7qxQK2m8sH7PgSAnY+UEvAFiujpbdYO+b3lp9u+/P5wIwyr7GWXmKPL1/Szeo43GLxQNwyNllCsBADmoRnIUTP8XjBEzK9cEvSGrDzQXqJATvXrsd68YCda7s/5W37mc4CLqQbwJtt26487X6XyY4Dgmt3DsEdAvFiQZl2rwFvy+sm/4HMCuZfu+2GWXQViFurXchbpxCDmRwBhBCr1soE7NZJV/nti/ciZvPB2MmZsdjaMcNMdLt92gfp1p+educ9bT/b7yOhu2dpN3/SHX8n/7NDGF4sKLcPwx6r3f+fBR4/WO2DsgXKardv/vf232q0P1kB+VZDCLFUEp6FEH1PdwN2y9jUlnDV1ASeV6BiXQgHuuiFtNvCdIdw5gJOPpw7XYRu14Tn1lCtALXY7/nzHX6n3T75n62/08X+i123kLQGdNtP1zEBN5fsHHhbf3fz11n8Mp1/LnW7fch/UPHQ9ty0/+lpF4bb9wx7O4dhbxchuNOpDzynQogBQcKzEKJ/8uR7hQm0bXP9gAeKR0I02vk6HXo024XuJW3rKnS3D4Ut4VK7+dtv6T1tFxpxutjOYvt08XungN5DWu6j9ffWCxbblr/P9oHW9UBiUbsPAd6OobelBnj767QPxq1Buf02b1tYbn9qP4yiQ1DO9xjLNwFCiAKR8CyEGDyUyo9XtegQuruj/fCBJfWudrm9q95YvYTt7fZ3W0Kuu1jIXeEH3+FHvuu77XfV1eV0DLQLfoahay3WQ+ztHHqXdHmHoCzhVwjRP0l4FkKI7mjt6V5F3MXC9YrSul1QVUv+Hdr1KC/BVzUwZOyKt0UIIQYACc9CCNEXtY7RlclrQgjRl8gMCiGEEEIIIbpJwrMQQgghhBDdJOFZCCGEEEKIbpLwLIQQQgghRDdJeBZCCCGEEKKbJDwLIYQQQgjRTRKehRBCCCGE6CYJz0IIIYQQQnSThGchhBBCCCG6ScKzEEIIIYQQ3SThWQghhBBCiG6S8CyEEEIIIUQ3SXgWQgghhBCimyQ8CyGEEEII0U0SnoUQQgghhOgmCc9CCCGEEEJ0k4RnIYQQQgghuknCsxBCCCGEEN0k4VkIIYQQQohukvAshBBCCCFEN0l4FkIIIYQQopskPAshhBBCCNFNEp6FEEIIIYToJgnPQgghhBBCdJOEZyGEEEIIIbpJwrMQQgghhBDdJOFZCCGEEEKIblJa60K3oduUUguBOYVuhxBCCCGEGPBW11pXLL6xX4VnIYQQQgghCkmGbQghhBBCCNFNEp6FEEIIIYToJgnPQgghhBBCdJOEZyGEEEIIIbpJwrMQQgghhBDdJOFZCCGEEEKIbuq34Vkp9Sul1CyllKuUmtxu+xilVEop9Un+dGch29kfLem5zV92gVLqO6XUbKXULoVq40CglLpUKTWv3Wt190K3qT9TSu2af11+p5Q6v9DtGUiUUj8ppT7Pv05nFro9/ZlS6l6lVI1S6ot228qUUq8qpb7N/ywtZBv7qyU8t3Kc7QFKqdFKqTeUUl/m88Fv8tsH5Wu334Zn4Atgf+CtLi77Xmu9Uf508ipu10DQ5XOrlJoAHAJMBHYF7lBKeVd98waUm9q9Vl8odGP6q/zr8M/AbsAE4ND861X0nO3yr9PJy95VLMX9mONne+cDr2utxwKv58+L5Xc/nZ9bkONsT7CBc7XWE4AtgNPyx9hB+drtt+FZa/2V1np2odsxEC3lud0HeFRrndFa/wh8B2y2alsnRJc2A77TWv+gtc4Cj2Jer0L0KVrrt4C6xTbvA/w9//vfgX1XZZsGiiU8t6IHaK2rtNYf5X9vBr4CRjJIX7v9NjwvwxpKqY+VUm8qpaYWujEDyEjgl3bn5+a3iRV3ulLqs/zXjYPi665eIq/N3qWBV5RSHyqlTix0YwagSq11Vf73BUBlykgByAAACTNJREFUIRszAMlxtgcppcYAGwPvM0hfu306PCulXlNKfdHFaWk9SlXAalrrjYFzgIeVUkWrpsX9xwo+t2I5LeN5/guwFrAR5nV7QyHbKsRSbK21noQZFnOaUmqbQjdooNJaa8yHFdEz5Djbg5RSUeBfwFla66b2lw2m165V6AYsjdZ6xxW4TgbI5H//UCn1PTAOkEku7azIcwvMA0a3Oz8qv00sQXefZ6XUPcBzvdycgUxem71Iaz0v/7NGKfVvzDCZruabiBVTrZQarrWuUkoNB2oK3aCBQmtd3fK7HGdXjlLKhwnO/9BaP5nfPChfu32653lFKKUqWiaxKaXWBMYCPxS2VQPGM8AhSqmAUmoNzHP7vwK3qd/KH2ha7IeZqClWzAfAWKXUGkopP2Zi6zMFbtOAoJSKKKViLb8DOyOv1Z72DHB0/vejgacL2JYBRY6zPUMppYC/AV9prW9sd9GgfO0q08ve/yil9gNuAyqABuATrfUuSqkDgMuBHOACl2itny1YQ/uhJT23+csuAo7DzLw9S2v9YqHa2d8ppR7EfJWogZ+Ak9qNHRPLKV+C6mbAC9yrtb6qsC0aGPKdEP/On7WAh+W5XXFKqUeAacAQoBq4BHgKeBxYDZgDHKS1lolvy2kJz+005Di70pRSWwMzgM8x2QrgQsy450H32u234VkIIYQQQohVbcAN2xBCCCGEEKK3SHgWQgghhBCimyQ8CyGEEEII0U0SnoUQQgghhOgmCc9CCCGEEEJ0k4RnIUS/pJQappR6VCn1fX7Z6BeUUuMK3a6VoZSappTaagmXKaXUrUqp7/JLDU9awn4hpdSbSimvUmp1pdRHSqlPlFKzlFInt9vPr5S6Wyn1jVLq63yZz8Vvq1wp9YZSKq6Uur3d9rBS6vn89WYppa5td9kZ+VU0X8jX3EYptbVS6qalPO53uvcMLZtSal+l1IR25y9XSi11sSKl1J+UUtv3VBuEEAObhGchRL+TL9j/b2C61notrfUmwAVAZWFbttKmAV2GZ8zS2GPzpxMxyw535TjgSa21g1mOeEut9UbA5sD5SqkR+f0uAmq01uOACcCbXdxWGvgD8NsuLvuT1npdYGNgilJqt/z2w4ENgHeAXfL/V38ArlhCe9FaL+kxLxellAXsi3k8Lbf9f1rr15Zx1duA83uiDUKIgU/CsxCiP9oOyGmt72zZoLX+VGs9I99De32+9/NzpdTB0Nqr+6ZS6mml1A9KqWuVUocrpf6X32+t/H73K6XuVErNzPfK7pnfHlRK3Zff92Ol1Hb57ccopZ5USr2klPpWKfXHljYppXZWSr2b7/19QikVzW//SSl1WX7750qpdZVSY4CTgbPzPcVTF3vM+wAPaOM9oGSx1dNaHE5+lS+tdVZrnclvD9DxmH8ccE1+P1drXbv4DWmtE1rr/2JCdPvtSa31Gy33AXyEWRIdQAE+IIxZrOoI4MWlLZyglIrnf05TSk1XSv0z36v9j3z4Rim1Sf7/70Ol1Mstjz2//81KqZnA74G9gevzz+Fa+f/PA/P7/p9S6oP8a+PultvWWs8BypVSw5bURiGEaCHhWQjRH60HfLiEy/bHrCi2IbAjJki1hMwNMQF1PHAkME5rvRnwV+CMdrcxBtgM2AO4UykVBE4DtNZ6feBQ4O/57eTv72BgfeBgpdRopdQQ4GJgR631JGAmcE67+6jNb/8L8Fut9U/AncBNWuuNtNYzFntcI4Ff2p2fm9/WKj9MYs38bbVsG62U+ix/3eu01vOVUiX5i69oF+xXqNc+f1t7Aa/nN90OvIdZcext4Fjgz8txkxsDZ2F6j9fE9Gr7ML3DB+a/ZbgXaL/KoV9rPTm/8uEzwHn55/D7xW77dq31plrr9YAQsGe7yz4CpixHO4UQg5SEZyHEQLM18IjW2tFaV2OGI2yav+wDrXVVvjf2e+CV/PbPMYG5xeP53thvgR+AdfO3+xCA1vprzFK0LWOsX9daN2qt08CXwOrAFpgA+LZS6hPg6Pz2Fk/mf3642H2vjCFAQ/sNWutftNYbAGsDR+dDsoXpKX4nH+DfBf60vHeWHybxCHCr1vqH/P09qLXeWGt9BHA2cCuwW743+Sal1LLed/6ntZ6rtXaBTzDPzTqYD0yv5p/Li2nr6QZ4rJtN3k4p9b5S6nNge2Biu8tqgBFdX00IIdpYhW6AEEKsgFnAgStwvUy739125106Hg/1Ytdb/PzSbtfJ35YCXtVaH7qM67TsvyzzgNHtzo/Kb2svBQTpQr7H+QtgKvAvIElbgH8COL4bbVjc3cC3WuubF78gP7Z6M6315UqpNzFh9WJgB+DVpdzmkp7LWVrrLZdwncSyGpr/luAOYLLW+hel1KV0fK6CmOdPCCGWSnqehRD90X+AgFLqxJYNSqkN8uOEZ2CGTniVUhXANsD/lvP2f6WU8uTHQa8JzM7f7uH5+xqHGZYweym38R5myMHa+etE1LKrgTQDsSVc9gxwVH5M9xZAo9a6qv0OWut6wNsynEQpNUopFcr/XorpPZ+ttdbAs5gJimAC7ZfLaFsHSqkrgWLMEIuuXAH8X/73EOYDiIsZC728ZgMVSqkt8/ftU0pNXMK+S3oOW4JybX7s+eIfvsYBX6xA24QQg4yEZyFEv5MPf/sBOypTqm4WZvLbAkwVjs+ATzEh+3da6wXLeRc/YwL3i8DJ+eEYdwCe/Ff+jwHHtJuM11UbFwLHAI/kxxy/ixn+sTTPAvstYcLgC5ghJN8B9wCnLuE2XsGEZDBju99XSn2KGb7yJ6315/nLfg9cmm/bkcC5AEqpvZVSl7fcmFLqJ+BG4Bil1Fyl1ASl1ChMtY4JQEspvF+3u87G+efgo/ymhzFDY6YALy3jOejk/9u5Y5sIYiAKoN86qIQOrhMkUoogIKQAguvjggtJiCgAAgIKoYMh8AabIBkSs9x7BVjfTjwa2bN8SrxJ8rjs5T3fTyU5JrlfPnVerdb4TD+3jyTPSV5XeS/Tn7W8/TQbcH5av4MASPq0jSRPVXWaneU3Wp//fFdVt7OzbEVr7TrJvqoeZmcB/j6dZ4B/ZOn2vrTWdrOzbMhFksPsEMA26DwDAMAgnWcAABikeAYAgEGKZwAAGKR4BgCAQYpnAAAY9AWIm4du9JamVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax_H = get_png(df_hugo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax_H.get_figure().savefig('../img/pca_hugo.png', format='png', bbox_inches='tight', dpi=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax_M = get_png(df_maupassant)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax_M.get_figure().savefig('../img/pca_maupassant.png', format='png', bbox_inches='tight', dpi=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
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